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πŸ€– AI Agent9 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

A New Paradigm for Effective LLM-Agent Discovery and Dynamic Creation of Trusted Multiagent Systems Based on Social Relationships

μ‚¬νšŒμ  관계 기반으둜 μ‹ λ’°ν•  수 μžˆλŠ” LLM λ©€ν‹°μ—μ΄μ „νŠΈ μ‹œμŠ€ν…œμ„ 동적 μƒμ„±ν•˜λŠ” 방법둠

semantic_scholarresearch

What Drives Recovery in Agentic Text-to-Cypher? LAST-CQ: An LLM Agent Self-Refinement Framework

5개 μ—μ΄μ „νŠΈ νŒŒμ΄ν”„λΌμΈμ˜ 자체-κ°œμ„  λ©”μ»€λ‹ˆμ¦˜κ³Ό μ„±λŠ₯ ν–₯상 μš”μΈ 뢄석

semantic_scholarresearch

Loop-Back Authority in LLM Agent Teams: A Paired Experiment on Flat and Hierarchical Coordination

κ³„μΈ΅ν˜• vs ν‰λ©΄ν˜• λ©€ν‹°μ—μ΄μ „νŠΈ μ‘°μ •μ—μ„œ κΆŒν•œ ꡬ쑰가 ν’ˆμ§ˆμ— λ―ΈμΉ˜λŠ” 영ν–₯

semantic_scholarresearch

LLM Agent Capabilities Should Follow Task Intent and Context Source

νƒœμŠ€ν¬ μ˜λ„μ— 따라 동적 κ²°μ •λ˜λŠ” μ—μ΄μ „νŠΈ κΆŒν•œμ˜ λ³΄μ•ˆ 및 μ•ˆμ „μ„± 섀계

semantic_scholarresearch

Detecting and Localizing Segment-Level Poisoning in Multi-Source LLM-Agent Inputs

닀쀑 μ†ŒμŠ€ μž…λ ₯ 집계 μ‹œ ν¬μ΄μ¦ˆλ‹ 곡격 탐지 및 λ°©μ–΄ λ©”μ»€λ‹ˆμ¦˜

semantic_scholarresearch

Granularity-Adaptive Credit Assignment for Long-Horizon LLM Agent Reinforcement Learning

μž₯κΈ° μž‘μ—…μ—μ„œ 단계별 μ‹ ν˜Έ 볡ꡬλ₯Ό ν†΅ν•œ κ°•ν™”ν•™μŠ΅ νš¨μœ¨ν™”

semantic_scholarresearch

AIM: A Privacy-Aware Interoperable Memory Framework for Multi-Agent Multi-User LLM Systems

μ‚¬μš©μžλ³„ ν”„λΌμ΄λ²„μ‹œμ™€ μ‚¬μš©μž κ°„ 지식 곡유λ₯Ό κ· ν˜•μž‘μ€ λ©”λͺ¨λ¦¬ μ‹œμŠ€ν…œ

semantic_scholarresearch

Who Reviews the Reviewer? A Multi‐Agent LLM Architecture With Meta‐Review Synthesis for Editorial Peer Review

RAG 기반 5개 μ „λ¬Έν™” μ—μ΄μ „νŠΈλ‘œ ν•™μˆ  λ™λ£Œ κ²€ν†  μžλ™ν™”

semantic_scholarresearch

LLM-Enhanced Multi-Agent Reinforcement Learning for Unified Electric Vehicles-Charging Station-Grid Optimization in Public Charging Systems

IoT 기반 볡합 μ΅œμ ν™” 문제 해결을 μœ„ν•œ LLM-MARL 톡합