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๐Ÿค– AI Agent11 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use

์‹ค์ œ ํ™˜๊ฒฝ์—์„œ LLM ์—์ด์ „ํŠธ์˜ ๋™์  ์ฟผ๋ฆฌยท๋„๊ตฌยท์ƒํ˜ธ์ž‘์šฉ ๋ณ€ํ™”์— ๋Œ€ํ•œ ์ผ๋ฐ˜ํ™” ๋ฌธ์ œ ํ•ด๊ฒฐ ์—ฐ๊ตฌ

semantic_scholarresearch

Repair the Amplifier, Not the Symptom: Stable World-Model Correction for Agent Rollouts

์—์ด์ „ํŠธ planning graph์˜ ๊ทผ๋ณธ ์˜ค๋ฅ˜ ์ˆ˜์ •์œผ๋กœ ๋กค์•„์›ƒ ์‹คํŒจ ๋ณต๊ตฌ ํšจ์œจ์„ฑ ์ฆ๋Œ€

semantic_scholarresearch

Real-World Analysis of Organ Transplantation-Specific Agent Based on Large Language Model in Post-Transplant Self-Management During Off-Hours: A Mixed-Methods Study.

LLM ์—์ด์ „ํŠธ์˜ ์˜๋ฃŒ ๋„๋ฉ”์ธ ์‹ค์ œ ์šด์˜ ์‚ฌ๋ก€๋กœ ํ™˜๊ฐ ์ œ์–ด ๋ฐ ์ „๋ฌธ์„ฑ ๊ฒ€์ฆ

semantic_scholarresearch

Cloak and Detonate: Scanner Evasion and Dynamic Detection of Agent Skill Malware

LLM ์—์ด์ „ํŠธ ์Šคํ‚ฌ ๋งˆ์ผ“ํ”Œ๋ ˆ์ด์Šค์˜ ๊ณต๊ธ‰๋ง ๊ณต๊ฒฉ ์œ„ํ—˜๊ณผ ์ ์‘ํ˜• ์•…์„ฑ์ฝ”๋“œ ํƒ์ง€ ๊ธฐ๋ฒ•

semantic_scholarresearch

Agri-SAGE: Simulation-Grounded Multi-Agent LLM for Context-Aware Agricultural Advisory Generation

์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๊ธฐ๋ฐ˜ ํ๋ฃจํ”„ ๋‹ค์ค‘์—์ด์ „ํŠธ LLM์œผ๋กœ ๋†์—… ์ž๋ฌธ์˜ ์‹ ๋ขฐ๋„์™€ ๋งฅ๋ฝ ์ดํ•ด๋„ ํ–ฅ์ƒ

semantic_scholarresearch

Minos: A Multi-Agent Collaborative Framework for Provenance-Based Backward Tracking

๊ณ ๊ธ‰ ์ง€์† ์œ„ํ˜‘ ํฌ๋ Œ์‹์„ ์œ„ํ•ด ๋‹ค์ค‘์—์ด์ „ํŠธ๊ฐ€ ํ˜‘๋ ฅํ•˜๋Š” ์ธ๊ณผ ์ถ”์  ์—ญ์ถ”์  ์‹œ์Šคํ…œ

semantic_scholarresearch

Portraitagent: verified multi-agent diffusion editing for identity-preserving portrait manipulation

๋‹ค์ค‘์—์ด์ „ํŠธ ํ˜‘๋ ฅ์œผ๋กœ ์‹ ์› ๋ณด์กดํ•˜๋ฉฐ ์ดˆ์ƒํ™” ํŽธ์ง‘ํ•˜๋Š” ์ƒ์„ฑํ˜• AI ์‹œ์Šคํ…œ

semantic_scholarresearch

MAPLE: Multimodal Mamba Agent for Event Based Policy With Adaptive Value Estimation

์ด๋ฒคํŠธ ์นด๋ฉ”๋ผ์™€ RGB๋ฅผ ์œตํ•ฉํ•œ ๋‹ค์ค‘๋ชจ๋‹ฌ ๋กœ๋ด‡ ์ œ์–ด ์—์ด์ „ํŠธ ํ•™์Šต ๋ฐฉ๋ฒ•

semantic_scholarresearch

EgoGapBench: Benchmarking Egocentric Action Selection in Multi-Agent Scenes

๋‹ค์ค‘์—์ด์ „ํŠธ ํ™˜๊ฒฝ์—์„œ ์ž๊ธฐ์ค‘์‹ฌ์  ๊ด€์  ์ดํ•ด๋„๋ฅผ ์ง„๋‹จํ•˜๋Š” ๋ฒค์น˜๋งˆํฌ ์ œ์‹œ

semantic_scholarresearch

Bioprospection of Metschnikowia species as a biocontrol agent against AFB1 contamination.

์•„ํ”Œ๋ผํ†ก์‹  B1 ์ œ์–ด๋ฅผ ์œ„ํ•œ ๋ฏธ์ƒ๋ฌผ ์ƒ๋ฌผ์ œ์–ด์ œ ๋ถ„๋ฆฌ ๋ฐ ํšจ๊ณผ ๊ฒ€์ฆ

semantic_scholarresearch

Amylopectin-g-Poly(Acrylic Acid): Synthesis and Application as Reduction Agent for In Situ Formation of Gold Nanoparticles

ํ™˜๊ฒฝ ์นœํ™”์  ๊ธˆ ๋‚˜๋…ธ์ž…์ž ํ•ฉ์„ฑ์„ ์œ„ํ•œ ๊ทธ๋ž˜ํ”„ํŠธ ๊ณต์ค‘ํ•ฉ์ฒด ๊ฐœ๋ฐœ ๋ฐ ํŠน์„ฑ ๋ถ„์„