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๐Ÿค– AI Agent9 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

ReCache: Efficient KV Cache Reuse and Compression for Tool-Augmented LLM Agents

๋„๊ตฌ ๊ธฐ๋ฐ˜ Agent์˜ ๋ฐ˜๋ณต๋˜๋Š” ์ธ์ฝ”๋”ฉ ์˜ค๋ฒ„ํ—ค๋“œ๋ฅผ KV ์บ์‹œ ์žฌ์‚ฌ์šฉ์œผ๋กœ ์ตœ์ ํ™”

semantic_scholarresearch

CTIFoundry: An Agent-Native Corpus Scaffold for Cyber Threat Intelligence

LLM Agent์˜ ๋‹ค๋‹จ๊ณ„ ์กฐ์‚ฌ๋ฅผ ์ง€์›ํ•˜๋„๋ก ์œ„ํ˜‘ ์ •๋ณด๋ฅผ ์žฌ๊ตฌ์กฐํ™”ํ•˜๋Š” ํ”„๋ ˆ์ž„์›Œํฌ

semantic_scholarresearch

A Conversational Agent with Hybrid NLU and Dual-Corpus RAG for KPI Alert Management in Tourism Business Intelligence

์ž์—ฐ์–ธ์–ด๋กœ ๋น„๊ธฐ์ˆ  ์‚ฌ์šฉ์ž๊ฐ€ KPI ๊ฒฝ๊ณ ๋ฅผ ์„ค์ •ยท๊ด€๋ฆฌํ•˜๋Š” ๋Œ€ํ™”ํ˜• Agent ์‹œ์Šคํ…œ

semantic_scholarresearch

CSIRT-Sim: An LLM-augmented crisis-decision simulator for cybersecurity incident response in regulated organizations

LLM ๊ธฐ๋ฐ˜ ๋ฉ€ํ‹ฐ์Šคํ… ์˜์‚ฌ๊ฒฐ์ •์œผ๋กœ ์‚ฌ์ด๋ฒ„๋ณด์•ˆ ์‚ฌ๊ฑด ๋Œ€์‘ ๋Šฅ๋ ฅ์„ ๊ฒ€์ฆํ•˜๋Š” ์‹œ๋ฎฌ๋ ˆ์ด์…˜

semantic_scholarresearch

Component-Level Contributions of Retrieval-Augmented LLM Post-Processing in Streaming Anomaly Detection: A Matched-Operating-Point Case Audit

IoT ์„ผ์„œ ์ด์ƒ ํƒ์ง€ ํŒŒ์ดํ”„๋ผ์ธ์—์„œ RAG์™€ LLM์˜ ๊ฐ ์„ฑ๋ถ„ ์˜ํ–ฅ์„ ์‹ค์ฆ ๋ถ„์„

semantic_scholarresearch

Retrieval-augmented generation for pedagogically aware educational AI: an expert-rated comparison of a prompt-only LLM tutor and an integrated, learner-state-aware RAG tutor

ํ•™์Šต์ž ์ƒํƒœ๋ฅผ ์ธ์‹ํ•˜๋Š” RAG ๊ธฐ๋ฐ˜ ๊ฐœ์ธํ™” ํŠœํ„ฐ๋ง ์‹œ์Šคํ…œ์˜ ํšจ๊ณผ ๊ฒ€์ฆ

semantic_scholarresearch

Executable explanation traces for legal LLM predictions via retrieval-augmented codification

๋ฒ•์  ์ถ”๋ก ์˜ ์„ค๋ช…์„ฑ์„ ์œ„ํ•ด RAG์™€ ๋ฒ•์  ์ง€์‹ ๊ตฌ์กฐํ™”๋ฅผ ํ†ตํ•ฉํ•œ ์‹œ์Šคํ…œ

semantic_scholarresearch

POI Recommendation with LLM-Augmented Multi-Graph Learning and Contrastive Alignment

LLM ์˜๋ฏธ ์ •๋ณด๋กœ Cold-start ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๋Š” POI ์ถ”์ฒœ ์‹ ๊ฒฝ๋ง ๋ชจ๋ธ

semantic_scholarresearch

A multimodal retrieval-augmented framework for geotechnical soil classification using cross vision-text embeddings and LLM reasoning

ํฌ๋กœ์Šค ๋น„์ „-ํ…์ŠคํŠธ ์ž„๋ฒ ๋”ฉ๊ณผ LLM ์ถ”๋ก ์œผ๋กœ ํ™ ๋ถ„๋ฅ˜๋ฅผ ์ž๋™ํ™”ํ•˜๋Š” ์‹œ์Šคํ…œ