Mingxuan Xia

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upvoted a paper about 10 hours ago

Can LLMs Learn to Reason Robustly under Noisy Supervision?

Paper • 2604.03993 • Published 3 days ago • 9

upvoted a collection about 2 months ago

LLaDA2.1

Collection

3 items • Updated 14 days ago • 23

upvoted 2 papers 2 months ago

Can LLMs Clean Up Your Mess? A Survey of Application-Ready Data Preparation with LLMs

Paper • 2601.17058 • Published Jan 22 • 190

The Flexibility Trap: Why Arbitrary Order Limits Reasoning Potential in Diffusion Language Models

Paper • 2601.15165 • Published Jan 21 • 73

upvoted a paper 3 months ago

When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs

Paper • 2601.11000 • Published Jan 16 • 27

upvoted a paper 10 months ago

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models

Paper • 2506.16054 • Published Jun 19, 2025 • 60