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Beyond Scaling Laws
논문 155개
# Breakthrough in Neural Scaling Law
No Prompt Left Behind: Exploiting Zero-Variance Prompts in LLM Reinforcement Learning via Entropy-Guided Advantage Shaping
Thanh-Long V. Le, Myeongho Jeon, Kim Vu, Viet Lai, Eunho Yang ·
ICLR
· 2026
# Breakthrough in Neural Scaling Law
Beyond RAG vs. Long-Context: Learning Distraction-Aware Retrieval for Efficient Knowledge Grounding
Seongwoong Shim, Myunsoo Kim, Jae Hyeon Cho, Byung-Jun Lee ·
ICLR
· 2026
# Breakthrough in Neural Scaling Law
SCAD: Super-Class-Aware Debiasing for Long-Tailed Semi-Supervised Learning
Sunguk Jang, Jinwoo Jeon, Byung-Jun Lee ·
ICLR
· 2026
# Breakthrough in Neural Scaling Law
FALCON: False-Negative Aware Learning of Contrastive Negatives in Vision-Language Alignment
Myunsoo Kim, Seongwoong Shim, Byung-Jun Lee ·
CVPR
· 2026
# Breakthrough in Neural Scaling Law
An Information Theoretic Evaluation Metric for Strong Unlearning
Dongjae Jeon, Wonje Jeung, Taeheon Kim, Albert No, Jonghyun Choi ·
AAAI
· 2026
# Breakthrough in Neural Scaling Law
A2D: Any-Order, Any-Step Safety Alignment for Diffusion Language Models
Wonje Jeung, Sangyeon Yoon, Yoonjun Cho, Dongjae Jeon, Sangwoo Shin, Hyesoo Hong, Albert No ·
ICLR
· 2026
# Breakthrough in Neural Scaling Law
Rethinking Benign Relearning: Syntax as the Hidden Driver of Unlearning Failures
Sangyeon Yoon, Hyesoo Hong, Wonje Jeung, Albert No ·
ICLR
· 2026
# Breakthrough in Neural Scaling Law
Memorization In Stable Diffusion Is Unexpectedly Driven by CLIP Embeddings
Bumjun Kim, Albert No ·
CVPR Findings
· 2026
# Breakthrough in Neural Scaling Law
Dependency-Aware Parallel Decoding via Attention for Diffusion LLMs
Bumjun Kim, Dongjae Jeon, Moongyu Jeon, Albert No ·
ICML
· 2026
# Breakthrough in Neural Scaling Law
Preserve-Then-Quantize: Balancing Rank Budgets for Quantization Error Reconstruction in LLMs
Yoonjun Cho, Dongjae Jeon, Soeun Kim, Moongyu Jeon, Albert No ·
ICML
· 2026
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