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31results about How to "Reduce forgetting" patented technology

Deep reinforcement learning training method and computer readable storage medium

The invention provides a deep reinforcement learning training method and a computer readable storage medium, and the method comprises the steps: assigning a situation number, and initializing a weight parameter of a deep reinforcement learning multi-head neural network model; carrying out stochastic decision by an intelligent agent and collecting samples and storing the samples in an experience playback buffer area; according to the situation number, adopting an online clustering algorithm to achieve self-adaptive situation division to obtain situation division and situation centers at the end of the current moment; randomly sampling samples from the experience playback buffer area, and distributing each sample to the closest situation; training a shared feature extractor and a weight parameter of a corresponding output head according to a situation corresponding to the sample, synchronously updating the weight parameters of other output heads in combination with knowledge distillation loss, and estimating a value function; and in the next time step, through the intelligent agent, continuing to make a decision according to the value function, making samples collected and stored in the experience playback buffer area, and repeating the steps until the pre-specified number of training times is completed or convergence is achieved. The stability and plasticity of model training are improved.
Owner:SHENZHEN GRADUATE SCHOOL TSINGHUA UNIV

Operation authentication method and device, storage medium and electronic device

The invention discloses an operation authentication method and device, a storage medium and an electronic device. The method comprises the steps of acquiring a resource operation request sent by a target device, wherein the resource operation request is used for indicating an application client running by using a target account in the target device to request to execute resource operation; obtaining a first target password input by the target device under the condition that the target device is determined to be a binding device of the target account according to the resource operation request;under the condition that the first target password is matched with a verification password of a target account stored in a server, obtaining a first dynamic password dynamically generated for the resource processing operation by a token development kit in the target equipment; and under the condition that the first dynamic password is matched with a second dynamic password generated by the server, setting the permission of executing the resource operation by the target device to be allowed to be executed, the second dynamic password being used for verifying the resource operation. According to the invention, the reliability and portability of operation authentication can be improved.
Owner:TENCENT TECH (SHENZHEN) CO LTD

Multifunctional portable earphone box

The invention discloses a multifunctional portable earphone box. The multifunctional portable earphone box comprises a box body, wherein a storage groove is formed in the bottom of the box body; retractable rods are hinged to the left-side upper end of an inner cavity of the storage groove and the right-side lower end of the inner cavity of the storage groove; suction discs sleeve the bottoms of the retractable rods; the right side of the top of the box body is hinged with a box cover; a plane mirror is arranged at the top of the inner cavity of the box cover; a locking block is arranged at the left side of the bottom of the box cover; a semispherical groove is formed in the right side of the locking block; a button seat is arranged at the left side of the box body; a switching button is inserted into the left side of the button seat; an extruding block is fixedly connected with the switching button; locking springs are fixedly connected with the upper and lower ends of the right sideof the extruding block; a limiting stopping piece is fixedly connected with the right side of the switching button; a locking bulge is arranged at the left side of the limiting stopping piece. The multifunctional portable earphone box is reasonable in structure design and an earphone is convenient to store; the possibility of forgetting to carry an earphone box and a mirror is reduced; meanwhile,the earphone box is convenient to fix in a utilization process, so that the female can use the mirror conveniently and can make up conveniently, and the multifunctional portable earphone box is convenient to carry and use.
Owner:NANJING INST OF TECH

Incremental semantic segmentation method for deviation context information correction

The invention discloses an incremental semantic segmentation method for deviation context information correction. The method comprises the following steps: firstly, acquiring semantic segmentation data streams of a plurality of categories, and dividing the semantic segmentation data streams into a plurality of training data sets; in the first incremental semantic segmentation learning step, an initial semantic segmentation network model is obtained through learning of a training data set; in the next incremental semantic segmentation learning step, a new class pixel point erasing method is used for generating a deviation context information corrected picture pair for a newly obtained training data set containing a new class, constructing a deviation context information corrected training data set, and constructing a deviation context information corrected training data set based on the deviation context information corrected training data set. And updating the latest incremental semantic segmentation network model by a learning method of deviation context information correction and adaptive class balance. According to the method, context information, deviating to a new class, of old-class pixel points can be effectively corrected, the class distribution problem of deviation can be relieved, and forgetting of old-class knowledge and semantic drift of background classes are reduced.
Owner:ZHEJIANG UNIV

Bluetooth-based quick verification method and system and equipment

The invention relates to a Bluetooth-based quick verification method and system and equipment. The verification method is based on the verification system. The verification system includes a computerand the mobile terminal equipment. The verification method includes: setting a first password in the computer, generating an encryption / decryption protocol according to equipment information of the mobile terminal equipment, and storing a second password, which corresponds to the first password, to the mobile terminal equipment at the same time; sending broadcast information, which contains the second password, to the computer by the mobile terminal equipment through Bluetooth after the computer identifies Bluetooth information of the mobile terminal equipment; and after the computer obtains the broadcast information and carries out decoding through the encryption / decryption protocol, acquiring an unlocking code corresponding to the first password, and carrying out verification through password management software built in the computer. By adopting the verification method of the invention, verification login can be carried out without the need for recording a large number of passwordsby a user, and a verification process is quicker and more convenient.
Owner:SHENZHEN FEIMA INTERNATIONAL SUPPLY CHAIN CO LTD

Interactive feedback and teaching integrated management system for real-time online intelligent teaching

The invention belongs to the technical field of intelligent teaching management, and particularly relates to an interactive feedback and teaching integrated management system for real-time online intelligent teaching, which comprises a teaching management system and a classroom interactive feedback system, and is characterized in that the teaching management system comprises a teacher subsystem and a student subsystem; the input end of the classroom interaction feedback system is connected with the output end of the student subsystem, the output end of the classroom interaction feedback system is connected with a personal module and a group module, the output ends of the personal module and the group module are connected with an interaction module, and the interaction module is divided into pre-class interaction, in-class interaction and after-class interaction; the output end of the interaction module is connected with a big data analysis module. According to the interactive feedback and teaching integrated management system for real-time online intelligent teaching, by improving the online rate and learning attention of students, the absorption of the students on teaching knowledge can be further improved, and the learning efficiency of the students is improved.
Owner:林兵

A voice consultation system and method

InactiveCN110289057AEasy to loseReduce archival data loss or information forgettingSpeech recognitionPatient-specific dataTime rangeService information
The invention relates to a voice consultation system and method, the system comprises a video voice system, a health file system, a semantic conversion module, a cloud database and a semantic analysis module, and the method comprises the following steps: a family doctor sends a consultation instruction to the video voice system; the health record system calls health record information of a specified patient; a consultant checks the health record of the specified patient; the voice conversion module acquires voice information of a consultation doctor and a patient according to a preset time range to perform semantic conversion; and the analysis module calls the voice text data of the consultation doctor and the patient stored in the cloud database and performs text extraction according to a preset keyword, and the consultation doctor calls the electronic signature and sends the electronic signature to the health file system. According to the invention, the stored consultation voice information is converted into a text form, so that a doctor can conveniently record the service information of the patient consultation; the problem that a traditional consultation file is easy to lose is solved; and the situation of archive data loss or information forgetting caused by handwritten medical records is reduced.
Owner:BEIJING MEDICAL UNION LANCARE ONLINE TECH CO LTD

Lifetime learning method for solving catastrophic forgetting problem

The invention relates to a lifetime learning method for solving a catastrophic forgetting problem. The method comprises the steps of (1) obtaining feature information before and after updating of a generation model by means of a coding network of an old solver; (2) whitening the features before updating, and obtaining robust features through linear combination of new and old features for constructing a transformation matrix to whiten the new features so as to obtain orthogonal feature information before and after updating; (3) according to a style migration algorithm, obtaining orthogonal style information before and after updating of the generation model by utilizing the Gram matrix, and updating the generation model by fusing loss items of orthogonal style consistency; and (4) based on aknowledge distillation algorithm, training a solver to be paired with the generated pseudo data to represent an old task, and shuffling the old task with new data for updating the solver. According to the method, the problems that the generation model is forgotten along with increase of tasks in the generation model and classification information is lost due to independent training of a solver can be relieved, and therefore the catastrophic forgetting problem in lifetime learning existing in neural network and artificial intelligence (AI) system development is solved.
Owner:FUZHOU UNIVERSITY
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