Welcome to Xianglong Yan’s (闫相龙) personal website!

I am currently a third-year undergraduate student at Shanghai Jiao Tong University (SJTU), majoring in Computer Science and Technology at the School of Computer Science, SJTU. I am advised by Prof. Yulun Zhang.

My research focuses on efficient large language model (LLM) deployment, with particular emphasis on model compression and long-context inference. I am especially interested in post-training quantization (PTQ), low-bit quantization (e.g., binarization and ternarization), and KV cache compression, aiming to build accurate yet resource-efficient LLM systems that are practical for real-world deployment.

I am always open to collaborations and academic discussions. Feel free to reach out via email at yanxianglong@sjtu.edu.cn, or connect with me on WeChat (ID: yxlsds).

🔥 News

  • 2026.01:  🎉🎉 Our paper PT²-LLM has been accepted to ICLR 2026!
  • 2026.01:  🎉🎉 Our paper Quant-dLLM has been accepted to ICLR 2026!
  • 2025.11:  🎉🎉 Our team was awarded the Grand Prize at the National “Challenge Cup” Competition (挑战杯全国特等奖)!
  • 2025.01:  🎉🎉 Our paper ARB-LLM has been accepted to ICLR 2025!

📝 Publications

ICLR 2026
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PT²-LLM: Post-Training Ternarization for Large Language Models

Xianglong Yan, Chengzhu Bao, Zhiteng Li, Tianao Zhang, Kaicheng Yang, Haotong Qin, Ruobing Xie, Xingwu Sun, Yulun Zhang*

Code

ICLR 2025
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ARB-LLM: Alternating Refined Binarizations for Large Language Models

Zhiteng Li, Xianglong Yan, Tianao Zhang, Haotong Qin, Dong Xie, Jiang Tian, Zhongchao Shi, Linghe Kong*, Yulun Zhang*, Xiaokang Yang

Code

ICLR 2026
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Quant-dLLM: Post-Training Extreme Low-Bit Quantization for Diffusion Large Language Models

Tianao Zhang, Zhiteng Li, Xianglong Yan, Haotong Qin, Yong Guo, Yulun Zhang*

Code

🎖 Honors and Awards

  • 2024.10: National Scholarship (China; top national-level scholarship for undergraduate students)
  • 2025.09: National Natural Science Foundation of China (NSFC) Undergraduate Young Scientist Research Grant (RMB 100,000)
  • 2025.11: China International College Students’ Innovation Competition (“Challenge Cup”) — National Grand Prize (Team Leader)
  • 2025.12: SJTU Model Student (Outstanding Student Award; awarded annually to 10 students across the entire university)

📖 Educations

🤝 Academic Service

  • Reviewer, ECCV 2026
  • Reviewer, ICLR 2026