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# 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
# 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
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