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

Towards Symbolic XAI — Explanation Through Human Understandable Logical Relationships Between Features

Thomas Schnake, Farnoush Rezaei Jafari, Jonas Lederer, Ping Xiong, Shinichi Nakajima, Stefan Gugler, Grégoire Montavon, Klaus-Robert Müller · Information Fusion · 2025

# Breakthrough in Neural Scaling Law

Local-Global Temporal Fusion Network With an Attention Mechanism for Multiple and Multiclass Arrhythmia Classification

Yun Kwan Kim, Minji Lee, Hee Seok Song, Seong-Whan Lee · IEEE Transactions on Systems, Man, and Cybernetics: Systems · 2025

# Breakthrough in Neural Scaling Law

Counterfactual Explanation Through Latent Adjustment in Disentangled Space of Diffusion Model

Seung-Hyup Na, Seong-Whan Lee · IEEE Transactions on Neural Networks and Learning Systems · 2025

# Breakthrough in Neural Scaling Law

Diversify and Conquer: Open-Set Disagreement for Robust Semi-Supervised Learning With Outliers

Heejo Kong, Sung-Jin Kim, Gunho Jung, Seong-Whan Lee · IEEE Transactions on Neural Networks and Learning Systems · 2025

# Breakthrough in Neural Scaling Law

VQ-FedDiff: Federated Learning Algorithm of Diffusion Models with Client-Specific Vector-Quantized Conditioning

Tehrim Yoon, Minyoung Hwang, Eunho Yang · TPAMI · 2025