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All 174 Beyond Scaling Laws 87 Physical AI & Robotics 60 High-dimensional Generative Models 27

Beyond Scaling Laws

논문 87개

# Breakthrough in Neural Scaling Law

The Cost of Robustness: Tighter Bounds on Parameter Complexity for Robust Memorization in ReLU Nets

Yujun Kim, Chaewon Moon, Chulhee Yun · NeurIPS · 2025

# Breakthrough in Neural Scaling Law

Lightweight Dataset Pruning without Full Training via Example Difficulty and Prediction Uncertainty

Yeseul Cho, Baekrok Shin, Changmin Kang, Chulhee Yun · ICML · 2025

# Breakthrough in Neural Scaling Law

Self-Training Elicits Concise Reasoning in Large Language Models

Tergel Munkhbat, Namgyu Ho, Seo Hyun Kim, Yongjin Yang, Yujin Kim, Se-Young Yun · ACL · 2025

# Breakthrough in Neural Scaling Law

Mixture-of-Recursions: Learning Dynamic Recursive Depths for Adaptive Token-Level Computation

Sangmin Bae, Yujin Kim, Reza Bayat, Sungnyun Kim, Jiyoun Ha, Tal Schuster, Adam Fisch, Hrayr Harutyunyan, Ziwei Ji, Aaron Courville, Se-Young Yun · NeurIPS · 2025

# Breakthrough in Neural Scaling Law

DistiLLM-2: A Contrastive Approach Boosts the Distillation of LLMs

Jongwoo Ko, Tianyi Chen, Sungnyun Kim, Tianyu Ding, Luming Liang, Ilya Zharkov, Se-Young Yun · ICML · 2025

# Breakthrough in Neural Scaling Law

Beyond Neighbors: Distance-Generalized Graphlets for Enhanced Graph Characterization

Yeongho Kim, Yuyeong Kim, Geon Lee, Kijung Shin · WWW · 2025

# Breakthrough in Neural Scaling Law

Learning to Flow from Generative Pretext Tasks for Neural Architecture Encoding

Sunwoo Kim, Hyunjin Hwang, Kijung Shin · NeurIPS · 2025

# Breakthrough in Neural Scaling Law

‘Hello, World!’: Making GNNs Talk with LLMs

Sunwoo Kim, Soo Yong Lee, Jaemin Yoo, Kijung Shin · EMNLP · 2025

# Breakthrough in Neural Scaling Law

LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding

Doohyuk Jang, Sihwan Park, June Yong Yang, Yeonsung Jung, Jihun Yun, Souvik Kundu, Sung-Yub Kim, Eunho Yang · ICLR · 2025

# Breakthrough in Neural Scaling Law

Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning

Hyun Ryu, Gyeongman Kim, Hyemin S. Lee, Eunho Yang · ICLR · 2025