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๐Ÿค– AI Agent10 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

A Kinetic Theory of the Gated Self-Evolving LLM Agent

LLM ์—์ด์ „ํŠธ๊ฐ€ ๊ฒ€์ฆ ๊ฒŒ์ดํŠธ ํ•˜์—์„œ ์ž์‹ ์˜ ์Šคํ‚ฌ์„ ์žฌ์ž‘์„ฑํ•˜๋Š” ์ž๊ธฐ์ง„ํ™” ๋ฉ”์ปค๋‹ˆ์ฆ˜ ์—ฐ๊ตฌ

semantic_scholarresearch

Mechanizing the User's Eye: Pre-Registered Deployment of a Sabotage-Validated Fail-Plausible Observer in a Production LLM Agent Runtime

ํ”„๋กœ๋•์…˜ LLM ์—์ด์ „ํŠธ์˜ 70% ์‹คํŒจ๋ฅผ ๊ฐ์ง€ํ•˜๋Š” ์ž๋™ํ™”๋œ ์‚ฌ์šฉ์ž ๊ด€์  ์˜ต์ €๋ฒ„ ์‹œ์Šคํ…œ

semantic_scholarresearch

Identity-Bound Governance Under Execution Uncertainty: An Accountability Proof Block for LLM Agent Persistent Halts, with Cryptographic Implementation and Cross-Model Calibration

LLM ์—์ด์ „ํŠธ์˜ ๊ด€์ฐฐ ๋ถˆ๋Šฅ ์ƒํƒœ์—์„œ ์‹ ์› ๊ธฐ๋ฐ˜ ๊ฑฐ๋ฒ„๋„Œ์Šค๋ฅผ ํ†ตํ•œ ์ฑ…์ž„ ์ถ”์  ๋ฉ”์ปค๋‹ˆ์ฆ˜

semantic_scholarresearch

Auditing Action Settlement in LLM Agent Environments: Order, Progress, and Replay

๋™์‹œ ์•ก์…˜ ์ค‘์žฌ๋ฅผ ์œ„ํ•œ ์ •์‚ฐ ์ •์ฑ…์˜ ์ˆœ์„œ ๋ฏผ๊ฐ์„ฑ, ์ง„ํ–‰๋ฅ , ์žฌํ˜„์„ฑ ๊ฐ์‹œ ๋ฐ ๊ฒ€์ฆ

semantic_scholarresearch

The Same Zero: Why Identical ASR Can Imply Different Guarantees in LLM-Agent Security

๊ฒ€์ฆ ์ž์œจ ์ˆ˜์ค€ ๋ถ„๋ฅ˜๋ฒ•์œผ๋กœ 22๊ฐœ ์—์ด์ „ํŠธ ๋ณด์•ˆ ๋ฐฉ์–ด์˜ ์‹ค์ œ ๋ณด์žฅ ์ˆ˜์ค€ ํ‰๊ฐ€

semantic_scholarresearch

Building LLM Agent Systems the Deep Learning Way: From Modular Design to Architecture Search

๋ชจ๋“ˆ์‹ ์„ค๊ณ„์™€ ์•„ํ‚คํ…์ฒ˜ ํƒ์ƒ‰์œผ๋กœ LLM ์—์ด์ „ํŠธ ์‹œ์Šคํ…œ์„ ์ž๋™ ์ตœ์ ํ™”ํ•˜๋Š” ๋ฐฉ๋ฒ•๋ก 

semantic_scholarresearch

Fast Models, Slow Evidence: A Paired and Self-Audited Evaluation of System-1 Decision Models for LLM Agent Harnesses

LLM ์—์ด์ „ํŠธ์˜ ๋น ๋ฅธ ์˜์‚ฌ๊ฒฐ์ • ๋ชจ๋ธ์˜ ๋น„์šฉ-์„ฑ๋Šฅ ํŠธ๋ ˆ์ด๋“œ์˜คํ”„ ์ตœ์ ํ™” ํ‰๊ฐ€

semantic_scholarresearch

LLMA-UML: Extending the UML for Modeling LLM-Agent Systems

LLM ์—์ด์ „ํŠธ ์‹œ์Šคํ…œ ์„ค๊ณ„๋ฅผ ์œ„ํ•œ UML ํ”„๋กœํŒŒ์ผ ํ‘œ์ค€ํ™”๋กœ ์•„ํ‚คํ…์ฒ˜ ๊ฒ€์ฆ ๋ฐ ์ปค๋ฎค๋‹ˆ์ผ€์ด์…˜ ๊ฐœ์„ 

semantic_scholarresearch

CamAgent: An LLM-Agent Framework for Multi-Species Camera-Trap Workflows

์•ผ์ƒ๋™๋ฌผ ๋ชจ๋‹ˆํ„ฐ๋ง์„ ์œ„ํ•œ ์นด๋ฉ”๋ผ ํŠธ๋žฉ ๋ฐ์ดํ„ฐ ๋ถ„์„ ์ž๋™ํ™” ์—์ด์ „ํŠธ ํ”„๋ ˆ์ž„์›Œํฌ

semantic_scholarresearch

A topology-constrained multimodal LLM agent for fault diagnosis in highway electromechanical systems

๋‹ค์ค‘๋ชจ๋‹ฌ LLM ์—์ด์ „ํŠธ๋ฅผ ์ด์šฉํ•œ ์‹ค์‹œ๊ฐ„ ์ „๊ธฐ๊ธฐ๊ณ„ ์‹œ์Šคํ…œ ๊ฒฐํ•จ ์ง„๋‹จ ๋ฐ ์˜ˆ์ธก