Haochen Huang

PhD Student (2026)

Peking University

Interests
  • Efficient AI
Education

  • B.S. in Applied Physics, 2026

    Peking University

Publications

Haochen Huang, Shuzhang Zhong, Shengxuan Qiu, Zhe Zhang, Shuangchen Li, Cong Li, Dimin Niu, Hongzhong Zheng, Guangyu Sun, Runsheng Wang, Meng Li (2026). HDA-MoE: Hybrid Parallelism and Dynamic, Adaptive Scheduling for Mixture-of-Experts with 3D Near-Memory Processing. In IEEE TCAD 2026.

Paper Code

Renjie Wei, Haochen Huang, Chuyu Qiu, Jinqi Wen, Dehao Xu, Meng Li (2026). MatMoE: Matryoshka Mixture-of-Experts with Dynamic Mixed-Precision Quantization for Efficient Inference. In International Conference on Computer-Aided Design (ICCAD) 2026.

Shengxuan Qiu, Haochen Huang, Shuzhang Zhong, Pengfei Zuo, Meng Li (2026). HyPER: Bridging Exploration and Exploitation for Scalable LLM Reasoning with Hypothesis Path Expansion and Reduction. In International Conference on Machine Learning (ICML) 2026.

Paper

Shuzhang Zhong, Haochen Huang, Shengxuan Qiu, Pengfei Zuo, Runsheng Wang, Meng Li (2026). Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration. In USENIX Symposium on Operating Systems Design and Implementation (OSDI) 2026.

Paper

Haochen Huang, Shuzhang Zhong, Zhe Zhang, Shuangchen Li, Dimin Niu, Hongzhong Zheng, Runsheng Wang, Meng Li (2025). HD-MoE: Hybrid and Dynamic Parallelism for Mixture-of-Expert LLMs with 3D Near-Memory Processing. In International Conference on Computer-Aided Design (ICCAD) 2025.

Paper