Scientific Frontiers

Publications

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

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All 308 Beyond Scaling Laws 151 Physical AI & Robotics 101 High-dimensional Generative Models 56

All Publications

308 publications

# Breakthrough in Neural Scaling Law

Elevating 3D Models: High-Quality Texture and Geometry Refinement from a Low-Quality Model

Nuri Ryu, Jiyun Won, Jooeun Son, Minsu Gong, Joo-Haeng Lee, Sunghyun Cho · SIGGRAPH · 2025

# Breakthrough in Neural Scaling Law

Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation

Jieyong Kim, Hyunseo Kim, Hyunjin Cho, SeongKu Kang, Buru Chang, Jinyoung Yeo, Dongha Lee · SIGIR · 2025

# Breakthrough in Neural Scaling Law

Blockwise Flow Matching: Improving Flow Matching Models For Efficient High-Quality Generation

Dogyun Park, Taehoon Lee, Minseok Joo, Hyunwoo J. Kim · NeurIPS · 2025

# Breakthrough in Neural Scaling Law

Representation Shift: Unifying Token Compression with FlashAttention

Joonmyung Choi, Sanghyeok Lee, Byungoh Ko, Eunseo Kim, Jihyung Kil, Hyunwoo J. Kim · ICCV · 2025

# Breakthrough in Neural Scaling Law

Bidirectional Likelihood Estimation with Multi-Modal Large Language Models for Text-Video Retrieval

Dohwan Ko, Ji Soo Lee, Minhyuk Choi, Zihang Meng, Hyunwoo J. Kim · ICCV · 2025

# Breakthrough in Neural Scaling Law

EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality

Sanghyeok Lee, Joonmyung Choi, Hyunwoo J. Kim · CVPR · 2025

# Breakthrough in Neural Scaling Law

Super-Class Guided Transformer for Zero-Shot Attribute Classification

Sehyung Kim, Chanhyeong Yang, Jihwan Park, Taehoon Song, Hyunwoo J. Kim · AAAI · 2025

# Breakthrough in Neural Scaling Law

VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Captioning

Ji Soo Lee, Jongha Kim, Jeehye Na, Jinyoung Park, Hyunwoo J. Kim · AAAI · 2025

# High-dimensional Generative Foundation Models

Emergent Temporal Correspondences from Video Diffusion Transformers

Jisu Nam, Soowon Son, Dahyun Chung, Jiyoung Kim, Siyoon Jin, Junhwa Hur, Seungryong Kim · CVPR · 2025

# High-dimensional Generative Foundation Models

S4M: Boosting Semi-Supervised Instance Segmentation with SAM

Heeji Yoon, Heeseong Shin, Eunbeen Hong, Hyunwook Choi, Hansang Cho, Daun Jeong, Seungryong Kim · ICCV · 2025