Scientific Frontiers

Publications

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

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317 publications
# Foundation Model for Robotics

DextER: Language-driven Dexterous Grasp Generation with Embodied Reasoning

Junha Lee, Eunha Park, Minsu Cho · CVPR · 2026
# Foundation Model for Robotics

Affostruction: 3D Affordance Grounding with Generative Reconstruction

Chunghyun Park, Seunghyeon Lee, Minsu Cho · CVPR · 2026
# Foundation Model for Robotics

Embodied Agents Meet Personalization: Investigating Challenges and Solutions Through the Lens of Memory Utilization

Taeyoon Kwon*, Dongwook Choi*, Hyojun Kim, Sunghwan Kim, Seungjun Moon, Beong-woo Kwak, Kuan-Hao Huang, Jinyoung Yeo · ICLR · 2026
# Breakthrough in Neural Scaling Law

Over-Alignment vs Over-Fitting: The Role of Feature Learning Strength in Generalization

Taehyeok Ha, Jaeho Lee · ICML · 2026
# Breakthrough in Neural Scaling Law

Lost in the Prompt Order: Revealing the Limitations of Causal Attention in Language Models

Jaeho Lee · ACL · 2026
# Breakthrough in Neural Scaling Law

Speculative End-Turn Detector for Efficient Speech Chatbot Assistant

Suho Yoo, Jaeho Lee · ACL · 2026
# Breakthrough in Neural Scaling Law

TABX: A High-Throughput Sandbox Battle Simulator for Multi-Agent Reinforcement Learning

Hayeong Lee, JunHyeok Oh, Byung-Jun Lee · ICML · 2026
# Breakthrough in Neural Scaling Law

Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale Dataset

Geon Choi, Hangyul Yoon, Hyunju Shin, Hyunki Park, Sang Hoon Seo, Eunho Yang, Edward Choi · CVPR · 2026
# Foundation Model for Robotics

Measurement-Consistent Langevin Corrector for Stabilizing Latent Diffusion Inverse Problem Solvers

Lee Hyoseok, Sohwi Lim, Eunju Cha, Tae-Hyun Oh · ICML · 2026
# Foundation Model for Robotics

A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search

Baek Seong-Eun, Lee Jung-Mok, Kim Sung-Bin, Tae-Hyun Oh · ICML · 2026