관심 주제를 입력하면 그 주제의 논문을 낸 연구실을 관련도 순으로 보여드려요. 순위가 아니라 근거 논문과 함께 보는 출발점이에요.
2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.
Addressing exogeneous variability in cooperative multi-agent reinforcement learning
Seongmin Kim, Woohyeon Byeon, Jiwon Jeon, Seungyul Han, and Youngchul Sung
KAIST성영철
Generalized Per-Agent Advantage Estimation for Multi-Agent Policy Optimization
Seongmin Kim, Giseung Park, Woojun Kim, Jeewon Jeon, Seungyul Han*, and Youngchul Sung
KAIST성영철
MASTARS: Multi-agent sequential trajectory augmentation with return-conditioned subgoals
Jiwon Jeon, Myungsik Cho, Woojun Kim, Seongmin Kim, Woohyeon Byeon, Seungyul Han, and Youngchul Sung
KAIST성영철
STAIRS-Former: Spatio-Temporal Attention with Interleaved Recursive Structure TransFormer for Offline Mulit-task Multi-agent Reinforcement Learning
Jiwon Jeon+, Myungsik Cho+, Youngchul Sung*
KAIST성영철
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning
Minki Kang, Shizhe Diao, Ryo Hachiuma, Sung Ju Hwang, Pavlo Molchanov, Yu-Chiang Frank Wang, Byung-Kwan Lee
KAIST황성주
Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents
Kangsan Kim, Minki Kang, Taeil Kim, Yanlai Yang, Mengye Ren, Sung Ju Hwang
KAIST황성주
Multi-View Encoders for Performance Prediction in LLM-Based Agentic Workflows
Patara Trirat, Wonyong Jeong, Sung Ju Hwang
KAIST황성주
PREPING: Building Agent Memory without Tasks
Yumin Choi, Sangwoo Park, Minki Kang, Jinheon Baek, Sung Ju Hwang
KAIST황성주
T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary Search
Hyomin Lee, Sangwoo Park, Yumin Choi, Sohyun An, Seanie Lee, Sung Ju Hwang
KAIST황성주
WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning
Woongyeong Yeo, Kangsan Kim, Jaehong Yoon, Sung Ju Hwang
KAIST황성주
AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces
Sungho Park, Wonjoong Kim, Rongyuan Tan, Jue Zhang, Wook-Shin Han, Pengfei Gao, Chanyoung Park, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
KAIST박찬영
Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents
Wonjoong Kim, Sangwu Park, Yeonjun In, Sein Kim, Dongha Lee, Chanyoung Park
KAIST박찬영
IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra
Heewoong Noh, Namkyeong Lee, Gyoung S. Na, Kibum Kim, Chanyoung Park
KAIST박찬영
PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization
Wonjoong Kim, Yeonjun In, Sangwu Park, Dongha Lee, Chanyoung Park
KAIST박찬영
Personalize-then-Store: Benchmarking and Learning Personalized Memory for Long-Horizon Agents
Yeonjun In, Wonjoong Kim, Sangwu Park, Kanghoon Yoon, Chanyoung Park
KAIST박찬영
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
Namkyeong Lee, Edward De Brouwer, Ehsan Hajiramezanali, Tommaso Biancalani, Chanyoung Park, Gabriele Scalia
KAIST박찬영
From Belief Entrenchment to Robust Reasoning in LLM Agents
Jihwan Oh, Minchan Jeong, Jongwoo Ko^, Se-Young Yun^
KAIST윤세영
DoG: Sniffing Out Overconfidence in LLM Agents via Post-hoc Trajectory Restructuring
Hyunjun Jeon, Dongha Lim, Kunwoong Kim, Daewon Choi, Jinwoo Shin
KAIST신진우
DS-STAR: Data Science Agent for Solving Diverse Tasks across Heterogeneous Formats and Open-Ended Queries
Jaehyun Nam, Jinsung Yoon, Jiefeng Chen, Rajarishi Sinha, Jinwoo Shin, Tomas Pfister
KAIST신진우
ExComm: Exploration-Stage Communication for Error-Resilient Agentic Test-Time Scaling
Woomin Song, Beomjun Kim, Daewon Choi, Sai Muralidhar Jayanthi, Saket Dingliwal, Jinwoo Shin, Aram Galstyan
KAIST신진우
CrafterDojo: A Suite of Foundation Models for Building Open-Ended Embodied Agents in Crafter
Junyeong Park, Hyeonseo Cho, Sungjin Ahn
KAIST안성진
GUIDE: A Benchmark for Understanding and Assisting Users in Open-Ended GUI Tasks
Saelyne Yang, Jaesang Yu, Yi-Hao Peng, Kevin Qinghong Lin, Jae Won Cho, Yale Song, Juho Kim
KAIST김주호
MobileSafetyBench: Evaluating Safety of Autonomous Agents in Mobile Device Control
Juyong Lee, Dongyoon Hahm, June Suk Choi, W. Bradley Knox, Kimin Lee
KAIST이기민
Unintended Misalignment from Agentic Fine-Tuning: Risks and Mitigation
Dongyoon Hahm, Taywon Min, Woogyeol Jin, Kimin Lee
KAIST이기민
ECG-Agent: On-Device Tool-Calling Agent for ECG Multi-Turn Dialogue
Hyunseung Chung, Jungwoo Oh, Daeun Kyung, Jiho Kim, Yeonsu Kwon, Min-Gyu Kim, Edward Choi
KAIST최윤재
From Conversation to Query Execution: Benchmarking User and Tool Interactions for EHR Database Agents
Gyubok Lee, Woosog Chay, Heeyoung Kwak, Yeong Hwa Kim, Haanju Yoo, Oksoon Jeong, Meong Hi Son, Edward Choi
KAIST최윤재
Dynamic Context Allocation for Concurrent Multi-Agent LLMs
Junho Na, Daiki E. Matsunaga, Namho Koh, Jongmin Lee, Pascal Poupart, Kee-Eung Kim
KAIST김기응
AgentGrad: Intervention-guided Prompt Optimization for Multi Agent Systems
Jaewon Chu, Jinwoo Seo, Jaewon Cho, Jeehye Na, Yunyang Xiong, Youngdae Kim, Hyunwoo J. Kim
KAIST김현우
IGG: A Benchmark for Interactive GUI Grounding under Visibility Constraints
Kyeongseon Kim, Jiyeon Son, Tae-Hyun Oh
KAIST오태현
Toward a Science of AI Agent Societies
Geon Lee, Fanchen Bu, Soo Yong Lee, Sunwoo Kim, Kijung Shin
KAIST신기정