SitCom: Scaling Egocentric Multi-Party Spoken Dialogue for Situated Communication Assistance

Heeseung Yun*, Sehun Lee*, Tony Woo, Yoonji Nam, Sung-Feng Huang, Chao-Han Huck Yang, Gunhee Kim

Data-Centric AI NeurIPS 2026

SitCom: Scaling Egocentric Multi-Party Spoken Dialogue for Situated Communication Assistance

Beyond Clipping: Signed Logarithmic Smoothing for Policy Optimization

Jihun Yun*, Sungjoon Yoon*, Beomhan Baek, Minhak Song, Jongha Jon Ryu, Kwang-Sung Jun

Data-Centric AI NeurIPS 2026

Beyond Clipping: Signed Logarithmic Smoothing for Policy Optimization

AMUSE: Anytime Muon with Stable Gradient Evaluation

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

Data-Centric AI NeurIPS 2026 Spotlight

AMUSE: Anytime Muon with Stable Gradient Evaluation

Uniform Spectral Growth under Factor-wise Muon Orthogonalization in Matrix Factorization and LoRA

Changmin Kang*, Jihun Yun*, Baekrok Shin, Yeseul Cho, Chulhee Yun

Data-Centric AI NeurIPS 2026

Uniform Spectral Growth under Factor-wise Muon Orthogonalization in Matrix Factorization and LoRA

PHUMA: Physically Reliable Humanoid Locomotion Dataset

Kyungmin Lee, Sibeen Kim, Youngdo Lee, Minho Park, Hyunseung Kim, Dongyoon Hwang, Donghu Kim, Hojoon Lee, Jaegul Choo

Data-Centric AI CoRL 2026 Spotlight

PHUMA: Physically Reliable Humanoid Locomotion Dataset

WaymoQA: A Multi-View Visual Question Answering Dataset for Safety-Critical Reasoning in Autonomous Driving

Seungjun Yu, Seonho Lee, Namho Kim, Jaeyo Shin, Junsung Park, Wonjeong Ryu, Raehyuk Jung, Hyunjung Shim

Data-Centric AI EMNLP Findings

WaymoQA: A Multi-View Visual Question Answering Dataset for Safety-Critical Reasoning in Autonomous Driving

KVoiceBench, KOpenAudioBench, and KMMAU: Agent-Driven Korean Speech Benchmarks for Evaluating SpeechLMs

Haechan Kim, Seungjun Chung, Inkyu Park, Jihoo Lee, Jonghyun Lee

Data-Centric AI EMNLP Findings

KVoiceBench, KOpenAudioBench, and KMMAU: Agent-Driven Korean Speech Benchmarks for Evaluating SpeechLMs

Every Dog Has Its Day, Probably: A Balanced Synthetic Benchmark and Probabilistic Modeling for 3D Dog Pose Estimation

Joo Young Choi*, Wonkwang Lee*, Ju-hyeong Seon, Gunhee Kim

Data-centric AI ECCV 2026

Every Dog Has Its Day, Probably: A Balanced Synthetic Benchmark and Probabilistic Modeling for 3D Dog Pose Estimation

RoDAC: A Robust Data-centric Anti-Cheat Framework for Fair Online Competitive Gaming

Minsu Kim, Junwoo Park, Chanho Lee, Gibum Seo, Steven Euijong Whang, Hyuck Lee

Data-centric AI KDD 2026

RoDAC: A Robust Data-centric Anti-Cheat Framework for Fair Online Competitive Gaming

Channel Normalization for Time Series Channel Identification

Seunghan Lee, Taeyoung Park, Kibok Lee

Data-centric AI ICML 2025

Channel Normalization for Time Series Channel Identification