NeurIPS

2026285편

• 유영재SNU

  A Matched-Budget Audit Framework for Recaptioned Image-Text Supervision Distributions

  Giyeong Oh, Junghun Park, Yuhan Bae, Youngjae Yu

• 신진우KAIST

  A Simple Unigram Cross-Entropy Lens on the Lexical Imprint of Pre-training Data

  Jeonghoon Kim, Woojin Chung, Woomin Song, Cheonbok Park, Nako Sung, Jinwoo Shin

• 박찬영KAIST

  A Structured LLM Framework for Inorganic Material Synthesis Planning

  Heewoong Noh, Gyoung S. Na, Namkyeong Lee, Chanyoung Park

• 안성수KAIST

  A Systematic Evaluation of Co-folding Model Representations for Small-Molecule Learning

  Hyosoon Jang, Hyunjin Seo, Honghui Kim, Taewon Kim, Yunhui Jang, Seonghyun Park, Sungsoo Ahn

• 노승문Yonsei

  A Theoretical Analysis of Why Masked Diffusion Models Mitigate the Reversal Curse

  Moongyu Jeon, Sangwoo Shin, Bumjun Kim, Kyelim Lee, Albert No

• 예종철KAIST

  Accelerated Image Editing via Consistency-Aware Source Token Pruning

  Jeongsol Kim, Jong Chul Ye, Yufei Wang, Jian Wang

• 예종철KAIST

  Accelerating Video Inverse Problem Solvers with Autoregressive Diffusion Models

  Taesung Kwon, Jonghyun Park, Hyungjin Chung, Jong Chul Ye

• 최종현SNU

  Action Chunking Proximal Policy Optimization with Feedback Correction

  Sanghyun Hahn, Jonghyun Choi

• 양인순SNU

  AdaptFlow: State-achored modulation with flow matching for offline goal-conditioned RL

  Jaesuk Joo, and Insoon Yang

• 성영철KAIST

  Addressing exogeneous variability in cooperative multi-agent reinforcement learning

  Seongmin Kim, Woohyeon Byeon, Jiwon Jeon, Seungyul Han, and Youngchul Sung

• 곽노준SNU

  Advancing Entropy-Level Credit Assignment in RLVR via Proximal Entropy Policy Optimization

  Yun Kim, Nojun Kwak

• 오성회SNU

  AEGIS: Almost Surely Safe Offline Reinforcement Learning

  Junseo Lee, Hyeokjin Kwon, and Songhwai Oh

• 이병준KU

  AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL

  Woosung Kim, Youngjun Suh, Jinho Lee, Jongmin Lee, Byung-Jun Lee

• 이종민Yonsei

  AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL

  Woosung Kim, Youngjun Suh, Jinho Lee, Jongmin Lee, Byung-Jun Lee

• 황성주KAIST

  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

• 김현우KAIST

  AgentGrad: Intervention-guided Prompt Optimization for Multi Agent Systems

  Jaewon Chu, Jinwoo Seo, Jaewon Cho, Jeehye Na, Yunyang Xiong, Youngdae Kim, Hyunwoo J. Kim

• 성영철KAIST

  AGiR: Mitigating gift over-reliance in mixed motive games

  Woohyeon Byeon, Seongmin Kim, Jiwon Jeon, Woojun Kim, and Youngchul Sung

• 예종철KAIST

  Aligning Few-Step Generative Model via Amortizing Sample-Based Variational Inference

  Jaewoo Lee, Hyeongyu Kang, Dohyun Kim, Kyuil Sim, Woocheol Shin, Minsu Kim, Taeyoung Yun, Jeongjae Lee, Sanghyeok Choi, Tabitha Edith Lee, Jong Chul Ye, Jinkyoo Park

• 윤철희KAIST

  AMUSE: Anytime Muon with Stable Gradient Evaluation

  Jueun Kim, Baekrok Shin, Jihun Yun, Beomhan Baek, Minhak Song, Chulhee Yun

• 김동우, 옥정슬, 박상돈, 박은혁POSTECH

  Analyzing Learning-Dynamics Across Loss and Prediction Choices for Diffusion Models

  Dongwoo Kim

• 황지영KAIST

  Ask KG Agent: A Multi-Agent Framework for Code Localization Using Code and Knowledge Graphs

  C. Chung, J. Kim, and J. J. Whang*

• 안성수KAIST

  Atom-level Protein Representation Learning Improves Protein Structure Prediction

  Taewon Kim, Hyosoon Jang, Hyunjin Seo, Seonghwan Seo, Hyeongwoo Kim, Wonho Zhung, Mingyeong Shin, Woo Youn Kim, Sungsoo Ahn

• 신진우KAIST

  AtomMOF: All-Atom Flow Matching for MOF-Adsorbate Structure Prediction

  Nayoung Kim, Honghui Kim, Sihyun Yu, Minkyu Kim, Seungsu Kim, Sungsoo Ahn

• 안성수KAIST

  AtomMOF: All-Atom Flow Matching for MOF-Adsorbate Structure Prediction

  Nayoung Kim, Honghui Kim, Sihyun Yu, Minkyu Kim, Seongsu Kim, Sungsoo Ahn

• 박노성KAIST

  Attention Sinks as Spectral Spikes: A Mechanism Analysis of Gated Attention

  Seojin Kim, Yehjin Shin, and Noseong Park

• 김재형Yonsei

  Auditing the Judge: Human-Grounded Bias Discovery, Quantification, and Mitigation in LLM Judges

  Hamin Koo, Chanjoo Jung, Fangzhao Wu, Jaehyung Kim

• 박찬영KAIST

  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

• 한욱신POSTECH

  AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces

  Park, S., Kim, W., Tan, R., Zhang, J., Han, W., Gao, P., Park, C., Lin, Q., Rajmohan, S., Zhang, D.

• 안성진KAIST

  BabyTheorist: A Benchmark for Learning to Theorize the World from Observation Alone

  Doojin Baek, Junyeob Baek, Mingyu Jo, Hosung Lee, Taegu Kang, Gyubin Lee, Sungjin Ahn

• 윤세영KAIST

  BASTION: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting

  Soowon Oh, Nam Cao, Yujin Kim, Hojung Jung, Huzama Ahmad, Sangmin Bae^, Se-Young Yun^

• 김준모KAIST

  Before It Fades: Reinforcing Temporal Representations at Inference Time in VideoLLMs

  Youngwoo Shin, Yusung Ro, Minseo Kim, and Junmo Kim

• 오혜연KAIST

  Benchmarks Are Not Atomic: Composition-Aware LLM Evaluation using BenchHub

  Eunsu Kim*, Haneul Yoo*, Guijin Son, Hitesh Patel, Amit Agarwal, Alice Oh

• 문일철KAIST

  Best-of-$N$ Guidance for Test-time Diffusion Alignment

  Richard Lee Kim, Yeongmin Kim, Gyuwon Sim, Taekyu Kim, Minsang Park, and Il-Chul Moon

• 김승룡KAIST

  Better Source, Better Flow: Learning Condition-Dependent Source Distribution for Flow Matching

  Junwan Kim, Jiho Park, Seonghu Jeon, Seungryong Kim

• 김희영KAIST

  Beyond Average Flatness: Domain-wise Flatness for Domain Generalization

  S. Choi and H. Kim

• 손지용Yonsei

  Beyond Uniform Detection: Adaptive Hallucination Detection for RAG Across Response Regimes

  J. Park, S. Ryu, J. Sohn, J. Moon

• 김현우KAIST

  Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAG

  Dong-Hee Kim, Seonwoo Choi, Changbeen Kim, Jungmyung Wi, Juyeon Ko, Youngju Choi, Il Hyeon Mun, Hyunwoo J. Kim, Donghyun Kim

• 김동현KU

  Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAG

  Dong-Hee Kim, Seonwoo Choi, Changbeen Kim, Jungmyung Wi, Juyeon Ko, Youngju Choi, Il Hyeon Mun, Hyunwoo J. Kim, Donghyun Kim

• 오민환SNU

  Bilinear Matching Bandits

  Wooseong Cho, Min-hwan Oh

• 오민환SNU

  Block Optimism for Nonstationary Bandits with Latent Linear Dynamics

  Taehyun Hwang, Hyunjun Choi, Heesang Ann, Min-hwan Oh