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๐Ÿค– AI Agent8 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

ContextLeak: Exfiltrating LLM Agent Context via Malicious Tools

์•…์„ฑ ๋„๊ตฌ๋กœ LLM ์—์ด์ „ํŠธ์˜ ๋Ÿฐํƒ€์ž„ ์ปจํ…์ŠคํŠธ(ํ”„๋กฌํ”„ํŠธ, ์‹คํ–‰ ๊ถค์ , ๋„๊ตฌ ๋ชฉ๋ก) ์œ ์ถœ ๊ณต๊ฒฉ ๋ถ„์„

semantic_scholarresearch

VICT: Verifier-Instrumented Credit Tracing for Long-Horizon LLM Agent Reinforcement Learning

๊ฒ€์ฆ๊ธฐ ๊ธฐ๋ฐ˜ ์‹ ์šฉ ํ• ๋‹น์œผ๋กœ ๊ธด ๊ธธ์ด LLM ์—์ด์ „ํŠธ์˜ ๊ฐ•ํ™”ํ•™์Šต ์„ฑ๋Šฅ ํ–ฅ์ƒ

semantic_scholarresearch

EvoUndo: Recoverability-Constrained Self-Evolution for LLM Agent Harnesses

๋Ÿฐํƒ€์ž„ ์ž์ฒด ์ง„ํ™” ์‹œ ๋ณต๊ตฌ ๊ฐ€๋Šฅ์„ฑ์„ ๋ณด์žฅํ•˜๋Š” LLM ์—์ด์ „ํŠธ ์•ˆ์ „ ํ”„๋ ˆ์ž„์›Œํฌ

semantic_scholarresearch

Recognition Without Enforcement: Configuration-Dependent Failures in LLM Agent Instruction Arbitration and External Control

LLM ์—์ด์ „ํŠธ๊ฐ€ ๋ช…๋ น ์ถœ์ฒ˜๋ฅผ ์ธ์‹ํ•˜์ง€๋งŒ ์‹คํ–‰์„ ๊ฑฐ๋ถ€ํ•˜์ง€ ์•Š๋Š” ๋ณด์•ˆ ๊ฐญ ๋ถ„์„

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A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability

LLM ์—์ด์ „ํŠธ ํ”„๋ ˆ์ž„์›Œํฌ, ๋‹ค์ค‘ ์—์ด์ „ํŠธ ์กฐ์œจ, ์ƒํ˜ธ์šด์šฉ์„ฑ์— ๋Œ€ํ•œ ์ข…ํ•ฉ ์กฐ์‚ฌ

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HALO: A Physics-Aware LLM Agent Framework for Nanophotonic Design

๋ฌผ๋ฆฌ ์‹œ๋ฎฌ๋ ˆ์ด์…˜๊ณผ ํ”ผ๋“œ๋ฐฑ์„ ํ†ตํ•ฉํ•œ ๋ฐ˜๋ณต์  LLM ์—์ด์ „ํŠธ ๊ธฐ๋ฐ˜ ์„ค๊ณ„ ์ž๋™ํ™”

semantic_scholarresearch

SCAgent : An LLM โ€Based Agent With Stateโ€Aware Coordination for Automated Program Repair

์ƒํƒœ ์ธ์‹ ์กฐ์œจ๋กœ ๊ตฌ์กฐํ™”๋œ ๋ฒ„๊ทธ ์ˆ˜์ • ํ”„๋กœ์„ธ์Šค๋ฅผ ์ œ๊ณตํ•˜๋Š” LLM ์—์ด์ „ํŠธ

semantic_scholarresearch

Development of an Autonomous AI Coding Agent using Monte Carlo Tree Search (MCTS) and Gemini LLM Frameworks

MCTS๋ฅผ ๊ฒฐํ•ฉํ•œ ์ž์œจ ์—์ด์ „ํŠธ๋กœ ์ž์—ฐ์–ด์—์„œ ์•ˆ์ „ํ•œ ์†Œ์Šค์ฝ”๋“œ ์ž๋™ ์ƒ์„ฑ