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758 results about "Information leakage" patented technology

Information leakage happens whenever a system that is designed to be closed to an eavesdropper reveals some information to unauthorized parties nonetheless. For example, when designing an encrypted instant messaging network, a network engineer without the capacity to crack encryption codes could see when messages are transmitted, even if he could not read them. During the Second World War, the Japanese for a while were using secret codes such as PURPLE; even before such codes were cracked, some basic information could be extracted about the content of the messages by looking at which relay stations sent a message onward. As another example of information leakage, GPU drivers do not erase their memories and thus, in shared/local/global memories, data values persist after deallocation. These data can be retrieved by a malicious agent.

Information leakage suppression device

To provide an information leakage prevention device capable of making information in a hard disk unusable and preventing information leakage from the hard disk. [Solution] The information leakage prevention device 1 comprises a base body on which the hard disk is placed on its inner upper surface, a holder that is placed in contact with the upper surface of the hard disk and has an explosives loading section formed to penetrate the inside of the holder from the bottom to the top, a lid that is provided to cover the top surface of the explosives loading section of the holder, explosives formed within the explosives loading section so that the central portion on the hard disk side is recessed, and an ignition device that ignites the explosives.
Owner:COGNITIVE RES LABS INC

Machine learning method and system based on privacy protection enhancement

The invention discloses a machine learning method and system based on privacy protection enhancement, and relates to the technical field of data processing. The method comprises the steps of monitoring real-time data streams of a plurality of data sources based on real-time input data, analyzing relationships among various data, drawing a data association network diagram, evaluating information leakage risks and privacy sensitivity of a plurality of data points by analyzing interconnection density and path distribution of nodes in the network diagram, and generating sensitivity evaluation indexes. According to the method, the security and privacy protection level in the data processing process are improved by identifying the risk points in the data in real time and specifically adjusting the noise level of the data points, and the encryption processing efficiency and security are improved by comprehensively considering the data processing efficiency, security level requirements and computing resource consumption; the stability of encrypted data is tested by simulating network attack conditions, the capability of coping with network attacks is enhanced, input data is enabled to support various data analysis tasks, and the privacy and security of the data are ensured.
Owner:JINQICHUANG (BEIJING) TECH CO LTD

Water conservancy design file retrieval system and method based on local lightweight large model

The invention discloses a water conservancy design archive retrieval system and method based on a local lightweight large model, and the method comprises the steps: S1, constructing a Python automatic preprocessing assembly line, extracting texts for PDF and Word multi-format archives, correcting metadata, and outputting standardized data; s2, constructing a full-text retrieval and semantic retrieval dual-mode cross-document retrieval service by relying on a Weavi ate local vector database and a lightweight text embedding model; s3, analyzing a user query intention through a local large model, synchronously triggering metadata accurate retrieval and content semantic retrieval, and generating a structured result; and S4, integrating the core module into a local area network Web platform, adopting Docker containerization deployment, and combining an RBAC permission model and JWT authentication to guarantee security. The system comprises a preprocessing module, a cross-document retrieval module, an intelligent agent module and a background management module, and collaboration is achieved through a standardized API. According to the method, the problem of archive fragmentation is solved, multi-mode retrieval breaks through keyword limitation, an intelligent agent reduces manual intervention, a localized architecture prevents secret-related leakage, background management adapts to an existing I T environment, and full-process intelligent archive service is provided for water conservancy design.
Owner:ZHONGSHAN WATER CONSERVANCY PROJECT SURVEY & CONSULT CO LTD

Tunnel fire inversion method based on multi-modal fusion and physical constraint

The invention provides a tunnel fire behavior inversion method based on multi-modal fusion and physical constraint, and aims to solve the problem that the position and power of a fire source are difficult to invert accurately in real time in traditional fire behavior monitoring. According to the method, data, temperature distribution images and physical parameters of distributed temperature sensors in a tunnel are collected, and a spatial-temporal feature fusion network is constructed; designing an information leakage prevention training mechanism, and adopting a modal random discarding and sensor shielding technology to avoid overfitting of the model to a specific input mode; a physical constraint loss function is introduced, and the temperature gradient, the maximum temperature rise and the longitudinal attenuation law are combined to ensure the physical rationality of an inversion result; a coarse-fine two-stage position prediction framework is adopted, and meter-scale precision positioning of the position of a fire source is achieved. According to the invention, the power and position of the fire source can be inversed accurately in real time, and reliable technical support is provided for intelligent monitoring and emergency rescue of tunnel fire.
Owner:CHINA UNIV OF MINING & TECH

Bidding document total-factor blind-state desensitization method fused with multi-modal artificial intelligence

The invention relates to a bidding document total-factor blind-state desensitization method fusing multi-modal artificial intelligence, and the method comprises the following steps: S1, obtaining an original bidding document package, carrying out the data preprocessing, and obtaining a standardized document set; s2, according to the standardized document set, performing multi-modal content identification and alignment to obtain a multi-modal content library; s3, constructing a sensitive information classification system based on domain expert knowledge and a historical case library; s4, constructing a dynamic rule base according to the sensitive information classification system; s5, according to the multi-modal content library and the dynamic rule library, in combination with deep learning, multi-modal sensitive information intelligent detection is carried out, and a sensitive area set is confirmed; and S6, based on the dynamic rule base, performing intelligent desensitization on the sensitive area set to obtain a desensitized document. According to the method, the risk of sensitive information leakage is effectively reduced while the bidding file expression effect is improved.
Owner:STATE GRID INFO TELECOM GREAT POWER SCI & TECH

Federal learning method combining sharpness perception training and knowledge distillation

The invention provides a federated learning method combining acutance perception training and knowledge distillation, and belongs to the technical field of privacy protection. The method comprises the steps that a central server initializes global model parameters and distributes the initial global model parameters to participating clients; after each participating client receives the global model parameters, acutance perception training is executed based on the local data set, and a local updated global model is obtained and serves as a teacher model; through a knowledge distillation method, on the basis of a local training set and in combination with a soft label of a teacher model, obtaining student model parameter variation; performing privacy protection operation on the parameter variation of the student model, and uploading the parameter variation to a central server; the central server aggregates the parameter variation uploaded by each participating client after privacy protection, and updates a global model; the updated global model is used as an initial global model of the next round of communication. According to the method, privacy and efficiency are balanced, sensitive information leakage can be prevented, and the practicability of a federal learning global model is maintained.
Owner:DALIAN MARITIME UNIVERSITY

Multi-source heterogeneous big data management method and device

The invention relates to the technical field of intelligent agriculture, in particular to a multi-source heterogeneous big data governance method and device.The multi-source heterogeneous big data governance method comprises the following steps that S1, multi-source heterogeneous data collection and semantic alignment are conducted, hidden semantic conflicts are eliminated; s2, performing dynamic data source adaptation and quality monitoring; s3, performing cross-domain permission penetration control; s4, building an industrial model driven by federal learning; and S5, double-chain block chain evidence storage and traceability are carried out. The method is used for disambiguating dialect term conflict, federated learning cross-domain privacy modeling and double-chain block chain evidence storage traceability through a dynamic semantic alignment neural network, and systematically solves the problems of dialect semantic segmentation, data islands and sensitive information leakage caused by small scattered distribution of peasant households in the field of traditional Chinese medicinal material planting. And a trust closed loop of government-enterprise-peasant household three-party cooperative treatment is constructed.
Owner:GUANGXI ZHUANG AUTONOMOUS REGION ACAD OF AGRI SCI +1

Non-intrusive load decomposition method and system based on xLSTM-Transform model

The invention discloses a non-intrusive load decomposition method and system based on an xLSTM-Transform model, and is applied to the technical field of non-intrusive load decomposition. XLSTM is constructed by combining sLSTM (scalar LSTM) and mLSTM (matrix LSTM), so that the processing capability of the model on time sequence data is enhanced; a causal convolution module is added behind an input layer, a sliding window in a fixed direction of the causal convolution module can more accurately extract a local load mode of an electric appliance while ensuring causality, and future information leakage is avoided; a self-attention mechanism in a Transform architecture is introduced to establish an xLSTM-Transform combination model, historical data is adopted to train the model, and finally, the model is used to perform electric appliance load decomposition. According to the method, a multi-scale electrical load mode can be effectively processed, and the problem of long-term dependence faced by a traditional time sequence model is solved.
Owner:JILIN INST OF CHEM TECH

Anonymous identity authentication method and device, electronic equipment and storage medium

The invention discloses an anonymous identity authentication method and device, electronic equipment and a storage medium, and relates to the technical field of anonymous identity authentication or other related fields, and the method comprises the steps: obtaining a public key set containing a trusted user public key, and extracting a local private key of a target anonymous user; a ring signature is generated based on the public key set and the private key, certification information is generated based on the private key and the ring signature, the ring signature is used for certifying that the target anonymous user belongs to one of trusted users, and the certification information is used for certifying that the ring signature is legal; packaging the ring signature, the certification information and the timestamp identifier into an authentication request, submitting the authentication request to an authentication system, and returning an authentication result; and obtaining an identity authentication token indicating that authentication passes in the authentication result, and logging in the authentication system based on the identity authentication token. According to the method and the device, the technical problem of identity authentication failure caused by information leakage and unreliable authentication due to the fact that security attacks are easily encountered in the identity authentication process in related technologies is solved.
Owner:TRAVELSKY TECHNOLOGY LIMITED

Privacy information desensitization method and system for voice generation type large model

The invention discloses a privacy information desensitization method and system for a voice generation type large model, and relates to the technical field of artificial intelligence. Input voice data is discretized, Gaussian noise disturbance sensitive features are injected, and a cross-modal voice generation model is constructed in combination with three-stage training; and meanwhile, a cross-modal privacy enhancement mechanism is applied to detect and fuzzify sensitive information in real time in an output stage. According to the invention, the adaptability of a large-scale voice generation model in a privacy protection scene is improved, and comprehensive protection of user privacy is realized. And moreover, the capability of extracting user privacy information by an adversarial attacker is effectively limited, and the risk of sensitive information leakage in the data transmission, storage and generation process of the voice generation model is reduced. On the premise that privacy is ensured, the voice generation model can still keep high-quality generation performance, generated voice output has high naturalness and accuracy, and actual application requirements are met.
Owner:ZHEJIANG UNIV

Multi-scale point cloud pre-training method for sampling from top to bottom, equipment and medium

The invention discloses a multi-scale point cloud pre-training method for sampling from top to bottom, equipment and a medium. According to the method, through a U-Net type asymmetric encoder-decoder architecture and in combination with a multi-scale mask, the extraction capability of local features and global information of point cloud data is enhanced. According to the method, firstly, input point cloud data is subjected to multi-scale division and mask processing, then multi-scale features are extracted through an encoder, a masked point cloud area is reconstructed through a decoder, and a masked local point cloud block is recovered through a linear projection layer. According to the invention, the problem of multi-scale information leakage in the prior art is effectively avoided, and the point cloud data processing precision is improved. After self-supervised pre-training, the model shows excellent performance in a plurality of downstream tasks, especially in applications such as 3D shape classification, object detection and partial segmentation. The method has the advantages of high robustness and wide application prospect.
Owner:SOUTH CHINA UNIV OF TECH

Dynamic business data updating and querying method and system

The invention discloses a dynamic business data updating and querying method and system, and particularly relates to the technical field of information processing, and the method comprises the following steps: S1, real-time data acquisition and preprocessing; s2, updating the dynamic data; s3, intelligent query optimization; s4, result feedback and visualization are carried out; and S5, performing anomaly detection and self-repairing. According to the method, the real-time processing capability and query efficiency of massive heterogeneous data are remarkably improved, the distributed sensor network is combined with lightweight encryption and a differential privacy mechanism to realize localized cleaning and feature extraction of multi-source data, the load of a central server is effectively reduced, and the risk of sensitive information leakage is avoided; an incremental synchronization mechanism depends on a message queue and Hash chain log technology to ensure the atomicity and traceability of data updating in a high-concurrency scene, and by combining a dynamically generated space-time multi-dimensional index and an adaptive weight distribution algorithm, the system can intelligently analyze query semantics and optimize path selection, and the response time of complex query is greatly shortened.
Owner:NANTONG TAOZHI TECHNOLOGY CO LTD

Multi-encryption-based AI glasses security payment method and related device

The invention discloses a multi-encryption-based AI glasses security payment method and a related device, and relates to the field of security payment. In the method, multi-modal biological information of a user is collected, when the multi-modal biological information is consistent with preset biological information, a dynamic password request is sent to bound target equipment, and a dynamic password returned by the target equipment is received and displayed on a display interface; and when the user inputs the dynamic password on the payment interface, encrypting payment information by using a private key to obtain encrypted information, sending the encrypted information to a payment server to decrypt the payment information through the payment server and verify the decrypted data through a block chain network, and when the verification result is successful, sending the encrypted information to the user. Fund transfer is executed according to the payment information; and fund transfer information returned by the payment server is received. By implementing the technical scheme provided by the invention, the payment security and convenience are improved, and information leakage is effectively prevented through a multi-encryption technology.
Owner:GUANGZHOU GUDONG INTELLIGENT TECHNOLOGY CO LTD

Network security risk detection system and method based on big data technology

The invention relates to the technical field of network security, and more specifically discloses a network security risk detection system and method based on a big data technology, the feature vector of intrusion data is extracted and analyzed by using a classifier, so that the network security risk level is evaluated, a basis is provided for real-time early warning and targeted defense, and the network security risk detection efficiency is improved. Defects of an existing security monitoring system are made up, network security threats are dealt with, and information leakage and economic loss are prevented.
Owner:FOSHAN XINRUI INTELLIGENT TECHNOLOGY CO LTD

Strong-isolation private domain agent data processing method and server

The invention discloses a strong-isolation private domain agent data processing method and server, and relates to the field of data security, and the method comprises the steps: receiving a data processing request sent by a user through a user terminal, and obtaining a department identifier; according to the department identification, the data processing request is routed to a corresponding internal data interface module, the internal data interface module is used for analyzing the data processing request, obtaining a processing task and calling an intelligent agent engine, and the intelligent agent engine is used for obtaining a temporary access credential according to the department identification and sending the temporary access credential to the corresponding internal data interface module; accessing an internal data storage area of the department based on the temporary access credential to obtain to-be-processed data; and the agent engine is used for executing the processing task, analyzing and processing the to-be-processed data to obtain a processing result, and transmitting the processing result to the user terminal through the output interface module. According to the application, the risk of data leakage and the risk of unauthorized access and information leakage among different departments can be effectively reduced.
Owner:DEEP PERCEPTION (WUHAN) TECHNOLOGY CO LTD

Information security management system based on network operation and maintenance

The invention belongs to the technical field of network information security, and discloses an information security management system based on network operation and maintenance. The method comprises the following steps: periodically acquiring multi-dimensional traffic data of a network node through a traffic acquisition module, and constructing and labeling a network security situation map by means of an asset labeling module; the authority distribution module automatically adjusts the authority of the abnormal access node by analyzing the node access behavior; the threat detection module analyzes the flow in real time, drives the self-adaptive isolation module to quickly isolate threat nodes according to the generated temporary strategy, and updates the joint defense model for cooperative defense; the attack evolution prediction module performs attack path prediction by extracting attack features and optimizes an isolation strategy accordingly; and information leakage is effectively prevented.
Owner:GUANGZHOU PENGLONGJISUANJI TECH CO LTD

Lithium battery SOH and RUL prediction system and method based on multi-scale feature federation

The invention discloses a lithium battery SOH and RUL prediction system and method based on multi-scale feature federation, and relates to the technical field of battery detection, the system comprises a data acquisition and feature extraction module, an encryption and uploading module, a model construction module, a recursion updating module and a work order generation module; through the multi-scale feature fusion formula, the time sequence features and the statistical features of the lithium battery are organically combined, the fusion feature vector is generated, degradation information of the lithium battery under different time scales and operation conditions is comprehensively captured, the health state of the lithium battery and the accuracy of prediction of the remaining service life of the lithium battery are improved, and the prediction accuracy of the remaining service life of the lithium battery is improved. And meanwhile, through dynamic Top-K sparse compression, 8-bit linear quantization and AES-256-GCM encryption technologies and in combination with a differential privacy protection mechanism, the data transmission quantity is reduced, the data security is enhanced, sensitive information leakage is prevented, and a reliable guarantee is provided for remote monitoring and predictive maintenance of the lithium battery.
Owner:SHAANXI WINDRIDERPOWER CO LTD +2

Cloud storage image privacy protection encryption method based on cross-plane dynamic grouping

The invention discloses a cloud storage image privacy protection encryption method based on cross-plane dynamic grouping, and belongs to the technical field of information security and cloud storage. The method comprises the following steps: acquiring an image in a cloud storage environment, and preprocessing the image; encrypting the image by adopting a dynamic grouping cross-plane encryption method; constructing a ciphertext image structure containing permission labels and visual adjustment information and a data packet used for realizing access control and semantic hierarchical display; and uploading the ciphertext information to a cloud storage system through a secure transmission protocol. According to the method, dynamic grouping cross-plane encryption is adopted, so that the security of the encrypted image is improved, and security vulnerabilities caused by a fixed grouping mode are avoided; in combination with cloud storage, data access and authority control are adaptively optimized, so that different users can access corresponding encrypted data according to authorization levels, and the adaptability of the encryption method is improved; the effectiveness of local disturbance is improved through dynamic grouping, large information leakage is effectively avoided, and the data security is improved.
Owner:NANJING UNIV OF POSTS & TELECOMM

Video conference multi-modal data alignment method and device based on causal mask, equipment and medium

The invention discloses a video conference multi-modal data alignment method and device based on a causal mask, equipment and a medium, and relates to the technical field of computers, and the method comprises the steps: carrying out the feature extraction and fusion of an original audio, an original video stream and an original document in an online video conference, time sequence division is carried out based on the obtained multi-modal fusion features to obtain a triple time sequence window; determining an initial weight value corresponding to the triple time sequence window, and performing normalization adjustment on the initial weight value by using a preset constraint condition to obtain an adjusted weight; indexing a preset time sequence offset matrix by using a speaking identifier of a speaking party, correcting an original time sequence of the triple time sequence window based on an indexing result, and determining a target attention result corresponding to the triple time sequence window by using a preset causal mask mechanism, and performing multi-level alignment fusion on the multi-modal fusion features based on the target attention result to obtain a multi-modal alignment result. The precision of the multi-mode alignment technology is improved, and future information leakage is avoided.
Owner:SHANDONG INSPUR SCI RES INST CO LTD

Reputation-based privacy protection truth value discovery method in block chain

The invention discloses a privacy protection truth value discovery method based on reputation in a block chain. The method provided by the invention aims at the problems of perception data quality reduction, participant privacy information leakage and the like caused by lack of a trusted participant screening mechanism and insufficient privacy protection in the crowd intelligence network. Therefore, participants with high creditworthiness are screened on the premise of privacy protection to complete a data perception task, so that high-quality data are obtained. According to the method, firstly, a double-chain collaborative architecture is constructed based on a block chain, and privacy protection is performed on creditworthiness of participants through exclusive or homomorphic encryption; in the subsequent task allocation stage, the high-reputation participants are preferentially selected to execute the data acquisition task in combination with multi-round encryption communication and a dynamic screening mechanism; and finally, on the basis of the data of the high-credibility participants, calculating the task scores of the participants with unknown reputation, dynamically updating the reputation of the participants, and ensuring the authenticity and accuracy of the data.
Owner:CENT SOUTH UNIV

Archive resource intelligent retrieval and hierarchical authorization utilization system and method

The invention discloses an intelligent retrieval and hierarchical authorization utilization system and method for archive resources, and belongs to the field of intelligent retrieval. Natural language query of a user is received, the language type of the user is recognized, a semantic vector is generated in combination with a multi-language natural language processing model, and then the semantic vector is matched with each archive semantic representation in an archive database; for the situation related to cross-language matching, a cross-language similarity offset rate and a language context consistency score are further calculated, the semantic generalization ability is divided into a high level, a middle level and a low level according to a preset weight model, and for the middle level situation, a misjudgment risk assessment mechanism is introduced to judge whether additional authorization is needed or not; and when the file is low in level and the languages are inconsistent, the user is directly prohibited from accessing the high-security-level file, so that the information leakage risk caused by semantic generalization is effectively prevented, and the high-sensitivity file is safely and accurately controlled in a multi-language environment.
Owner:FOSHAN POWER SUPPLY BUREAU GUANGDONG POWER GRID +1

Multi-agent cooperation system with double-layer credible guarantee

The invention relates to the technical field of agents, and discloses a double-layer credible guarantee multi-agent cooperation system, which comprises a knowledge source credible layer for dynamically evaluating the authenticity and integrity of the source of data transmitted by each agent, and comprises a knowledge source credible layer for dynamically evaluating the authenticity and integrity of the source of data transmitted by each agent based on message quality evaluation and a dynamic reputation updating mode, screening credible intelligent body co-authors; carrying out identity verification and data integrity verification on an intelligent agent transmission message; according to a constraint criterion based on decision consensus and uncertainty change, verifying the credibility of each collaborative message content, identifying malicious messages, and tracing and marking the identity of an intelligent agent; the knowledge transmission credible layer is used for guaranteeing privacy security and distortion compensation, and comprises the following steps: blocking a sensitive information leakage channel through noise injection and privacy budget control of intelligent agent observation data or coding characteristics based on a differential privacy mechanism; and carrying out local prediction and error correction on the cooperation message after noise disturbance by adopting a teammate modeling mode.
Owner:GUANGDONG POLYTECHNIC NORMAL UNIV

Supervisable data security sharing method and device based on three-chain architecture

The invention relates to the technical field of data sharing, and discloses a supervisible data security sharing method and equipment based on a three-chain architecture, and the method comprises the steps that a user submits a data sharing strategy to a strategy contract, the contract generates a strategy verification key and returns the strategy verification key, and the user creates a temporary symmetric key and a data identifier; packaging into a security token and encrypting by using a supervision chain public key to finish strategy registration and key initialization; and the user transmits the encrypted security token to the storage chain through the relay chain, the relay chain verifies the identity of the user and then forwards the token, and the storage chain verifies that the contract decrypts the token by using the private key of the supervision chain. Through a three-chain architecture, zero-knowledge proof and an anti-quantum evidence storage mechanism, data operation compliance can be verified through a non-tampering operation evidence storage chain, the risk of sensitive information leakage caused by opening of supervision authority is reduced, the defect that encrypted data is difficult to audit is overcome, a cross-chain security token fusing mechanism is utilized to resist communication threats, and the safety of the system is improved. And privacy protection and supervision compliance are dynamically balanced.
Owner:ZHEJIANG HEALTH CLOUD CO LTD

Quantum key distribution method and system based on pattern pairing and passive decoy state

The invention belongs to the technical field of quantum communication, and particularly relates to a quantum key distribution method and system based on mode pairing and a passive decoy state. In order to overcome the defect that the problem of side channel information leakage possibly exists due to the fact that an active decoy state method is adopted in an existing quantum key distribution method based on mode pairing, the invention adopts the following technical scheme that the quantum key distribution method based on mode pairing and passive decoy state comprises the following steps: two parties respectively generate a pair of entangled photons; the two parties respectively carry out information coding on signal photons through a signal path and a decoy path to obtain a coherent quantum state, and randomly send a modulated signal state or decoy state to Charlie; the Charlie performs single-photon interference measurement on the coherent quantum states sent by the two parties and publishes a measurement result; repeating for N rounds and then carrying out mode pairing; screening basis vectors; key mapping; estimating parameters; and key extraction. The method has the beneficial effects that the security is improved while a relatively high key generation rate is ensured.
Owner:ELECTRIC POWER RES INST OF STATE GRID ZHEJIANG ELECTRIC POWER COMAPNY

Data encryption and decryption method and device, equipment and storage medium

The embodiment of the invention provides a data encryption and decryption method and device, equipment and a storage medium, and relates to the technical field of data security. The method comprises the following steps: generating a corresponding encryption public key, an encryption private key and a mask parameter according to a public parameter, encrypting target data by using the encryption public key to obtain encrypted data, sending the mask parameter, the encryption public key and the encrypted data to server equipment, expanding the encrypted data by using the encryption public key by the server equipment to obtain an expanded ciphertext, and sending the expanded ciphertext to the server equipment. And performing homomorphic addition calculation on the extended ciphertext based on the encryption public key and the mask parameter, sending an obtained addition ciphertext to the user side equipment, and performing partial decoding on the addition ciphertext by using the encryption private key to obtain a decoded plaintext. According to the multi-key encryption method, each user side device generates a corresponding mask parameter, in the homomorphic addition process, the mask parameters are utilized to ensure that ciphertexts from different sources can be safely combined, a calculation result keeps semantic security, sensitive information is prevented from being leaked, and the security of a multi-key encryption system is enhanced.
Owner:PENG CHENG LAB

Rail transit quantum communication system data transmission method, device, system and medium

The embodiment of the invention provides a rail transit quantum communication system data transmission method, device and system and a medium, and relates to the technical field of data transmission. The method comprises the following steps: performing quantum key distribution through a first channel; and transmitting the train data encrypted by the quantum key through a second channel. A quantum communication dual-channel isolation architecture is adopted, namely, a first channel is specially used for quantum key distribution, a second channel is specially used for transmitting encrypted data, a key distribution characteristic of information theory security is realized by utilizing a quantum key distribution technology based on a quantum mechanics principle, key distribution and a data transmission channel are physically isolated, and the security of the key distribution is improved. The risk of secret key and data mixed leakage is avoided, so that traditional eavesdropping and quantum computing attacks are effectively resisted, the safety and integrity of train data in the transmission process are guaranteed, quantum-level safety guarantee is provided for train-ground communication, safety accidents and economic losses caused by information leakage are avoided, and the safety and reliability of train-ground communication are improved. And meanwhile, low time delay and high efficiency of the communication system are ensured.
Owner:CRRC TANGSHAN CO LTD

Training large language models without information leakage

LLMs can process input from various sources and handle natural language but they are prone to hallucinate non-existing information and may reproduce (or “leak”) input provided during training. Both hallucinations and leaks are undesirable. To reduce or avoid hallucination of non-existing data, systems and methods discussed herein use negative sampling. A training set is supplemented with examples in which non-existent data is requested and the LLM is trained not to create data to satisfy the request. To reduce or avoid memorization by the LLM of input data, systems and methods discussed herein use a modified loss function. Using the modified loss functions discussed herein, the LLM learns the relationship between the response and the input without learning the input itself. As a result, the trained LLM does not leak the input data.
Owner:SAP SE

Information transmission method and device, equipment and storage medium

The invention provides an information transmission method and device, equipment and a storage medium, and relates to the technical field of communication. The method comprises the following steps: broadcasting first information; receiving a scanning request sent by a second device in response to the first information, and determining whether the second device meets a response condition; and in response to determining that the second equipment meets the response condition, sending second information to the second equipment, the second information being different from the first information. According to the method, the response condition judgment can be introduced when the scanning request is processed, the second equipment meeting the requirement is screened out by setting the response condition, further interaction is carried out, and unnecessary information leakage is avoided; in addition, the information needing to be sent can be selectively divided into two parts, namely the first information and the second information, the first information is broadcasted and sent before judgment, the second information is directionally sent after judgment that the second equipment meets the response condition, and a flexible, safe and targeted information transmission mode is achieved.
Owner:XIAOMI EV TECH CO LTD

Risk management and control method for cross-domain interaction of power data

The invention discloses a risk management and control method for cross-domain interaction of power data. The method comprises the following steps: deploying a pre-trained sensitive information identification model at a data exit gateway to identify a sensitive information type and a risk level; dynamically matching a desensitization strategy according to the risk level, and executing hierarchical desensitization operation; performing attribute-based encryption operation on a core field of the desensitized data, wherein an access attribute of a receiver is defined by a logic combination of a role attribute and a domain attribute; data are transmitted through a cross-domain secure channel based on a block chain, and decryption can be performed only when and only when a private key binding attribute set of a receiving party meets a logic combination access strategy predefined by a sender. According to the method disclosed by the invention, the risk of sensitive information leakage in cross-domain interaction of the power data is solved, hierarchical protection, dynamic access control and transmission integrity verification of the sensitive data are realized, and the security of data sharing of the power system is remarkably improved.
Owner:NANYANG POWER SUPPLY COMPANY OF STATE GRID HENAN ELECTRIC POWER

Vehicle OTA upgrading method and upgrading system based on quantum encryption

The invention provides a vehicle OTA upgrade method and upgrade system based on quantum encryption, relates to the technical field of vehicle OTA upgrade, and is applied to a server, and the server and a vehicle establish a quantum channel and a classical channel through an optical fiber interface integrated on a charging pile. The method comprises the following steps: in response to a received quantum state light pulse which is sent by a vehicle through a quantum channel and is coded with a random first basis vector, measuring the light pulse; comparing a second basis vector for measurement with the first basis vector in a classic channel, screening a matching result to obtain a first key, and determining the quantum bit error rate of the first key; if the quantum bit error rate is smaller than the bit error rate threshold, compressing the first key to obtain a second key; and encrypting an OTA upgrade package obtained from the main engine plant cloud platform based on the second key, sending the OTA upgrade package to the vehicle through the optical fiber interface, and decrypting the vehicle to complete upgrade. According to the method, the information leakage risk is effectively eliminated by utilizing quantum characteristics and combining quantum bit error rate judgment, compression processing and the like, so that the security of OTA upgrading is improved.
Owner:ZHEJIANG ZEEKR INTELLIGENT TECH CO LTD +1