CATS: Inference-aligned SFT for Diffusion LLMs via Context-sensitivity Aware Trajectory Sampling

Seunghyuk Oh, Minjae Lee, Kevin Galim, Minseo Kim, Hyung Il Koo, Wonjun Kang, Hanbaek Lyu, Kangwook Lee

Language Model ICLR 2026 Workshop

CATS: Inference-aligned SFT for Diffusion LLMs via Context-sensitivity Aware Trajectory Sampling

ReJump: A Tree-Jump Representation for Analyzing and Improving LLM Reasoning

Yuchen Zeng, Shuibai Zhang, Wonjun Kang, Shutong Wu, Lynnix Zou, Ying Fan, Heeju Kim, Ziqian Lin, Jungtaek Kim, Hyung Il Koo, Dimitris Papailiopoulos, Kangwook Lee

Language Model ICML 2026

ReJump: A Tree-Jump Representation for Analyzing and Improving LLM Reasoning

How to Correctly Report LLM-as-a-Judge Evaluations

Chungpa Lee, Thomas Zeng, Jongwon Jeong, Jy-yong Sohn, Kangwook Lee

Language Model ICML 2026

How to Correctly Report LLM-as-a-Judge Evaluations

Distilling LLM Agent into Small Models with Retrieval and Code Tools

Minki Kang, Jongwon Jeong, Seanie Lee, Jaewoong Cho, Sung Ju Hwang

Language Model NeurIPS 2025

Distilling LLM Agent into Small Models with Retrieval and Code Tools

Lookahead Unmasking Elicits Accurate Decoding in Diffusion Language Models

Sanghyun Lee, Seungryong Kim, Jongho Park, Dongmin Park

Language Model ICML 2026

Lookahead Unmasking Elicits Accurate Decoding in Diffusion Language Models

Learning to Better Search with Language Models via Guided Reinforced Self-Training

Seungyong Moon, Bumsoo Park, Hyun Oh Song

Language Model NeurIPS 2025

Learning to Better Search with Language Models via Guided Reinforced Self-Training

FlashAdventure: A Benchmark for GUI Agents Solving Full Story Arcs in Diverse Adventure Games

Jaewoo Ahn, Junseo Kim, Heeseung Yun, Jaehyeon Son, Dongmin Park, Jaewoong Cho, Gunhee Kim

Language Model EMNLP 2025

FlashAdventure: A Benchmark for GUI Agents Solving Full Story Arcs in Diverse Adventure Games

Not All Bits Are Equal: Scale-Dependent Memory Optimization Strategies for Reasoning Models

Junhyuck Kim, Ethan Ewer, Taehong Moon, Jongho Park, Dimitris Papailiopoulos

Language Model ICLR 2026

Not All Bits Are Equal: Scale-Dependent Memory Optimization Strategies for Reasoning Models

ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs

Wonjun Kang, Kevin Galim, Seunghyuk Oh, Minjae Lee, Yuchen Zeng, Shuibai Zhang, Coleman Richard Charles Hooper, Yuezhou Hu, Hyung Il Koo, Nam Ik Cho, Kangwook Lee

Language Model ICLR 2026

ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs

Delving into Large Language Models for Effective Time-Series Anomaly Detection

Junwoo Park, Kyudan Jung, Dohyun Lee, Hyuck Lee, Daehoon Gwak , ChaeHun Park, Jaegul Choo, Jaewoong Cho

Language Model NeurIPS 2025

Delving into Large Language Models for Effective Time-Series Anomaly Detection