4 results about "Complex algorithm" patented technology

The invention discloses a heuristic teaching system construction method based on a large language model and a knowledge graph, and the method comprises the steps: constructing a course knowledge graph covering course core knowledge points and a student knowledge state model under a cognitive heuristic closed-loop framework, carrying out the heuristic instruction fine tuning of a large language model, and carrying out the recognition of the knowledge graph. And a progressive problem chain generation mechanism composed of starting, exploration, verification, migration and reflection stages is designed. According to the method, a complete teaching closed loop covering'knowledge representation-problem generation-learning feedback-difficulty regulation and control-learning condition monitoring 'is formed, the illusion risk of large language model generation content can be reduced, the interactivity and individuation level of the system can be improved, deep understanding of students on abstract concepts and complex algorithms can be effectively promoted, and the teaching experience of the students can be improved. The method can be popularized and applied to multiple computer courses and other science and engineering teaching scenes, and provides technical support for large-scale personalized intelligent education.

The invention discloses a multi-agent code generation method and system, a storage medium and equipment, and belongs to the field of automatic code generation, and the method comprises the steps that an initial agent generates an initial meta strategy through deep problem understanding, and constructs a meta experience pool and a candidate strategy pool; iterative optimization of the meta-strategy is realized through multi-agent cooperation, and a final meta-strategy is obtained; converting the final meta-strategy into an executable code and a test case, verifying the executable code and the test case, if verification succeeds, outputting a final code, and if verification fails, entering reflection; closed-loop optimization of the meta-strategy is realized through causal analysis, experience is updated to the meta-experience pool, and the strategy is updated to the candidate strategy pool. According to the method, a four-stage closed-loop evolution framework including meta-strategy initialization, meta-strategy evolution, meta-strategy implementation and meta-strategy causal reflection is constructed, the autonomous evolution ability of the strategy from the primary level to the advanced level is achieved, and the method is particularly suitable for automatic solving of complex algorithm problems and competition-level programming challenges.

This invention discloses a reverse engineering method to solve the problem of FPGA control bit occupancy, belonging to the field of hardware security. This method addresses the issue that control bit occupancy prevents the correct reconstruction of the corresponding logic function of logic units during reverse engineering. Compared to existing technologies, this method does not rely on complex algorithms or manual intervention, is applicable to various FPGA reverse engineering scenarios, and allows researchers to achieve efficient and accurate circuit function reconstruction under simple experimental conditions, thus providing effective support for FPGA bitstream file resource analysis and security assessment.

The invention relates to the technical field of double-roller cast rolling and rolling, discloses a modulation force generation method for double-roller cast rolling and rolling, and aims to solve the problems that in the prior art, motion synchronization depends on complex control logic, errors are prone to being generated, and robustness is insufficient. The method is applied to a system comprising a roller system and a constraint, and the roller system is composed of a first roller body and a second roller body which are oppositely arranged; the overall movement of the roller system relative to the fixed reference is defined as first movement, and the relative movement between the two roller bodies is defined as second movement. The geometric inevitability coupling relation of the two types of motions is constructed by presetting a constraint structure: when any motion is actively controlled, the other motion is inevitably and passively generated under the action of constraint forcing. According to the coupling relation, synchronous deviation is eliminated from the structural level, motion synchronization can be achieved without a complex algorithm, the equipment structure is simplified, the control difficulty is reduced, the system robustness and synchronization precision are enhanced, roller body stress can be optimized, the process stability and the blank quality are improved, and the coupling relation is suitable for double-roller cast rolling and rolling scenes.