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🤖 AI Agent11 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

Towards operational validation of LLM-agent social simulations: a replicated study of a Reddit-like technology forum

Towards operational validation of LLM-agent social simulations: a replicated study of a Reddit-like technology forum

semantic_scholarresearch

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation

semantic_scholarresearch

When Errors Become Narratives: A Longitudinal Taxonomy of Silent Failures in a Production LLM Agent Runtime

When Errors Become Narratives: A Longitudinal Taxonomy of Silent Failures in a Production LLM Agent Runtime

semantic_scholarresearch

Design and Implementation of a Lightweight Neural Controller for LLM Agent Systems

Design and Implementation of a Lightweight Neural Controller for LLM Agent Systems

semantic_scholarresearch

Retrospective Progress-Aware Self-Refinement for LLM Agent Training

Retrospective Progress-Aware Self-Refinement for LLM Agent Training

semantic_scholarresearch

tap: A File-Based Protocol for Heterogeneous LLM Agent Collaboration

tap: A File-Based Protocol for Heterogeneous LLM Agent Collaboration

semantic_scholarresearch

SkillMutator: Benchmarking and Defending Language-and-Code Cross-modal Attacks on LLM Agent Skills

SkillMutator: Benchmarking and Defending Language-and-Code Cross-modal Attacks on LLM Agent Skills

semantic_scholarresearch

Layer-Isolated Evaluation: Gating the Deterministic Scaffold of a Production LLM Agent with a No-LLM, Regression-Locked Test Harness

Layer-Isolated Evaluation: Gating the Deterministic Scaffold of a Production LLM Agent with a No-LLM, Regression-Locked Test Harness

semantic_scholarresearch

HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness

HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness

semantic_scholarresearch

SMSR: Certified Defence Against Runtime Memory Poisoning in Persistent LLM Agent Systems

SMSR: Certified Defence Against Runtime Memory Poisoning in Persistent LLM Agent Systems

semantic_scholarresearch

An LLM-based multi-agent system for geoscience legacy document processing, knowledge extraction and quality control

An LLM-based multi-agent system for geoscience legacy document processing, knowledge extraction and quality control