Scientific Frontiers

Publications

The complete index of NAIRL’s published research across its three scientific frontiers.

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All 317 Beyond Scaling Laws 155 Physical AI & Robotics 104 High-dimensional Generative Models 58

Beyond Scaling Laws

155 publications

# Breakthrough in Neural Scaling Law

AuditoryBench++: Can Language Models Understand Auditory Knowledge without Hearing?

Hyunjong Ok, Suho Yoo, Hyeonjun Kim, Jaeho Lee · ICASSP · 2026

# Breakthrough in Neural Scaling Law

TabFlash: Efficient Table Understanding with Progressive Question Conditioning and Token Focusing

Jongha Kim, Minseong Bae, Sanghyeok Lee, Jinsung Yoon, Hyunwoo J. Kim · AAAI · 2026

# Breakthrough in Neural Scaling Law

MoE-GRPO: Optimizing Mixture-of-Experts via Reinforcement Learning in Vision-Language Models

Dohwan Ko, Jinyoung Park, Seoung Choi, Sanghyeok Lee, Seohyun Lee, Hyunwoo J. Kim · CVPR · 2026

# Breakthrough in Neural Scaling Law

DocPrune: Efficient Document Question Answering via Background, Question, and Comprehension-aware Token Pruning

Joonmyung Choi, Sanghyeok Lee, Jongha Kim, Sehyung Kim, Dohwan Ko, Jihyung Kil, Hyunwoo J. Kim · CVPR · 2026

# Breakthrough in Neural Scaling Law

PaT: Planning-after-Trial for Efficient Test-Time Code Generation

Youngsik Yoon, Sungjae Lee, Seockbean Song, Siwei Wang, Wei Chen, Jungseul Ok · ACL · 2026

# Breakthrough in Neural Scaling Law

Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them

Woojung Han, Seil Kang, Youngjun Jun, Min-Hung Chen, Fu-En Yang, Seong Jae Hwang · ICML · 2026

# Breakthrough in Neural Scaling Law

DistMatch: Adaptive Binning via Distribution Matching for Robust Sequential Conformal Prediction

Enver Menadjiev, Jihyeon Seong, Jisu Yeo, Jaesik Choi · ICML · 2026

# Breakthrough in Neural Scaling Law

Breaking the Lock-in: Diversifying Text-to-Image Generation via Representation Modulati

Dahee Kwon, Haeun Lee, Jaesik Choi · ICML · 2026

# Breakthrough in Neural Scaling Law

Toward Complex-Valued Neural Networks for Waveform Generation

Deok-Hyeon Cho, Seung-Bin Kim, Seong-Whan Lee · ICLR · 2026

# Breakthrough in Neural Scaling Law

Manipulating Feature Visualizations with Gradient Slingshots

Marina M.-C. Höhne, Alexander Warnecke, Lukas Pirch, Klaus-Robert Müller, Konrad Rieck, Sebastian Lapuschkin, Kirill Bykov · Neural Information Processing Systems · 2025