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πŸ€– AI Agent12 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

Secure autonomous cyber defense with LLM agents: A systematic review of autonomy, tool-augmented reasoning, and governance constraints

LLM μ—μ΄μ „νŠΈ 기반 자율 사이버 λ°©μ–΄μ˜ μžλ™ν™”, 도ꡬ ν™œμš©, κ±°λ²„λ„ŒμŠ€ 체계 κ²€ν† 

semantic_scholarresearch

R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling

볡합 λ³΄μƒμœΌλ‘œ LLM ν•¨μˆ˜ 호좜의 μΆ”λ‘ κ³Ό κ²°μ • μ •λ ¬ 및 해석성 κ°œμ„ 

semantic_scholarresearch

IMPACT-CYCLE: A Contract-Based Multi-Agent System for Claim-Level Supervisory Correction of Long-Video Semantic Memory

λΉ„λ””μ˜€ 의미 였λ₯˜ μˆ˜μ •μ„ μœ„ν•œ 계약 기반 λ‹€μ€‘μ—μ΄μ „νŠΈ κ°μ‹œ μ‹œμŠ€ν…œ

semantic_scholarresearch

Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data

LLM 기반 λ‹€μ€‘μ—μ΄μ „νŠΈλ‘œ ν‘œν˜•μ‹ λ°μ΄ν„°μ˜ μžλ™ νŠΉμ„± 생성

semantic_scholarresearch

Data-Bridge: A Multi-Agent System for Code-Based Multimodal Schema Alignment

닀쀑λͺ¨λ‹¬ μŠ€ν‚€λ§ˆ 정렬을 μœ„ν•œ μ½”λ“œ 기반 λ‹€μ€‘μ—μ΄μ „νŠΈ μ‹œμŠ€ν…œ

semantic_scholarresearch

DIAL: Database-Informed Interactive Multi-Agent System Loop for Personalized Image Generation

λ°μ΄ν„°λ² μ΄μŠ€ 연동 μΈν„°λž™ν‹°λΈŒ λ‹€μ€‘μ—μ΄μ „νŠΈ 이미지 생성 루프

semantic_scholarresearch

A Multi-Agent System for Zero-Shot Controllable Image Captioning

μ œλ‘œμƒ· μ œμ–΄ κ°€λŠ₯ν•œ 이미지 캑셔닝을 μœ„ν•œ λ‹€μ€‘μ—μ΄μ „νŠΈ μ‹œμŠ€ν…œ

semantic_scholarresearch

ComPASS: Towards Personalized Agentic Social Support via Tool-Augmented Companionship

도ꡬ μ¦κ°•μœΌλ‘œ κ°œμΈν™”λœ μ—μ΄μ „νŠΈ 기반 μ‚¬νšŒμ  지원 제곡

semantic_scholarresearch

ProtoCycle: Reflective Tool-Augmented Planning for Text-Guided Protein Design

ν…μŠ€νŠΈ 기반 λ‹¨λ°±μ§ˆ 섀계λ₯Ό μœ„ν•œ λ°˜μ‚¬μ  도ꡬ 증강 μ—μ΄μ „νŠΈ ν”„λ ˆμž„μ›Œν¬

semantic_scholarresearch

Taint-Style Vulnerability Detection and Confirmation for Node.js Packages Using LLM Agent Reasoning

LLM μ—μ΄μ „νŠΈ μΆ”λ‘ μœΌλ‘œ Node.js νŒ¨ν‚€μ§€ 취약점 탐지 및 확인

semantic_scholarresearch

Multi-Agent System Based Cooperative Power Control of Distributed Virtual Power Plants for Frequency Regulation Under Diversified Cyber Attacks

가상전λ ₯ν”ŒλžœνŠΈμ˜ 주파수 μ‘°μ ˆμ„ μœ„ν•œ λ‹€μ€‘μ—μ΄μ „νŠΈ ν˜‘λ ₯ μ œμ–΄ 및 사이버곡격 λ°©μ–΄

semantic_scholarresearch

MASDroid: A Multi-Agent System for Enhancing the Analysis of Android Malware

μ•ˆλ“œλ‘œμ΄λ“œ μ•…μ„±μ½”λ“œ 뢄석 ν–₯상을 μœ„ν•œ λ‹€μ€‘μ—μ΄μ „νŠΈ μ‹œμŠ€ν…œ