Leyi Pan
Leyi Pan has 2 papers in our library, in 2025–2026, most of them on Language models & pretraining, Efficient models & compression; often with Aiwei Liu, Lijie Wen, Bolin Ding.
OpenAlex · ORCID · Wikidata · h-index 4 · 16 works · 98 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 10 times in our library · ⭐ Paper Stars ranking: #9550
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksComputer Vision and Pattern Recognition · 1 workHardware and Architecture · 1 workArts and Humanities · 1 workLanguage and Linguistics · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksEfficient models & compression · 1 work
Works by year
2020s
Papers
- Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation? (2025 · 11 citations)
Watermarking LLM outputs is promoted as a way to catch unauthorized knowledge distillation. It relies on "radioactivity": student models trained on watermarked teacher text inherit a detectable signal. This paper tests whether that signal survives a deliberate attacker. The authors propose three removal attacks: - d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models (2026 · 3 citations)
Reinforcement learning for diffusion large language models (dLLMs) has two weak spots. Rewards are usually sparse outcome scores or unverified process signals, and per-token log-probabilities are approximated without accounting for the expectation over all possible decoding orders. d-TreeRPO addresses both. It…
Co-authors here
- Aiwei Liu ×2
- Lijie Wen ×2
- Bolin Ding
- Irwin King
- Liancheng Fang
- Philip S. Yu
- Shiyu Huang
- Shuchang Tao
- Xuming Hu
- Zhaoyang Liu
Venues
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