선도 연구 주제

전체 논문

NAIRL이 세 가지 선도 연구 주제에 걸쳐 발표한 연구의 전체 색인입니다.

← 연구 아카이브로 돌아가기

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

Beyond Scaling Laws

논문 155개

# Breakthrough in Neural Scaling Law

dgMARK: Decoding-Guided Watermarking for Diffusion Language Models

Pyo Min Hong, Albert No · ICML · 2026

# Breakthrough in Neural Scaling Law

Combinatorial Rising Bandits

Seockbean Song, Youngsik Yoon, Siwei Wang, Wei Chen, Jungseul Ok · ICLR · 2026

# Breakthrough in Neural Scaling Law

ChimeraLoRA: Multi-Head LoRA-Guided Synthetic Datasets

Hoyoung Kim, Minwoo Jang, Jabin Koo, Sangdoo Yun, Jungseul Ok · CVPR · 2026

# Breakthrough in Neural Scaling Law

VIRO: Robust and Efficient Neuro-Symbolic Reasoning with Verification for Referring Expression Comprehension

Hyejin Park, Junhyuk Kwon, Suha Kwak, Jungseul Ok · CVPR · 2026

# Breakthrough in Neural Scaling Law

Learning to Generate Highly Dynamic Videos using Synthetic Motion Data

Wonjoon Jin, Jiyun Won, Janghyeok Han, Qi Dai, Chong Luo, Seung-Hwan Baek, Sunghyun Cho · CVPR · 2026

# Breakthrough in Neural Scaling Law

Edge-Aware Image Manipulation via Diffusion Models with a Novel Structure-Preservation Loss

Minsu Gong; Nuri Ryu; Jungseul Ok; Sunghyun Cho · WACV · 2026

# Breakthrough in Neural Scaling Law

BFS: Back-to-Front Layered Image Synthesis via Knowledge Transfer

Kyoungkook Kang, Gyujin Sim, Sunghyun Cho · SIGGRAPH · 2026

# Breakthrough in Neural Scaling Law

Scaling Laws of SignSGD in Linear Regression: When Does It Outperform SGD?

Jihwan Kim, Dogyoon Song, Chulhee Yun · ICLR · 2026

# Breakthrough in Neural Scaling Law

Characterizing Pattern Matching and Its Limits on Compositional Task Structures

Hoyeon Chang, Jinho Park, Hanseul Cho, Sohee Yang, Miyoung Ko, Hyeonbin Hwang, Seungpil Won, Dohaeng Lee, Youbin Ahn, Minjoon Seo · ICLR · 2026

# Breakthrough in Neural Scaling Law

IterQuant: Iterative Quantization Framework for Mixed-Precision LLM Compression

Hyungyo Jeong, Jiwoo Kim, Hyeokjun Kwon, Jaeho Lee, Youngjoo Lee · DATE · 2026