Haoyang Zheng

PhD student, College of Engineering, Purdue University

Joined

September 2022

Names

Haoyang Zheng (Preferred)

Emails

****@purdue.edu (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

PhD student

College of Engineering, Purdue University (purdue.edu)

2021 – 2026

Advisors, Relations & Conflicts

PhD Advisor

Guang Lin

2021 – 2025

Expertise

Multimodal

2025 – Present

LLMs

2025 – Present

Generative Models

2024 – Present

Reinforcement Learning

2022 – 2025

Publications

Ultra-Fast Language Generation via Discrete Diffusion Divergence Instruct
Haoyang Zheng, Xinyang Liu, Xiangrui Kong, Nan Jiang, Zheyuan Hu, Weijian Luo, Wei Deng, Guang Lin
- ICLR 2026 Poster
- Readers: Everyone
ProTDyn: A Foundation Protein Language Model for Thermodynamics and Dynamics Generation
Yikai Liu, Haoyang Zheng, Lining Mao, Yanbin Wang, Ming Chen, Guang Lin
- ICLR 2026 Poster
- Readers: Everyone
Exploring Non-Convex Discrete Energy Landscapes: A Langevin-Like Sampler with Replica Exchange
Haoyang Zheng, Ruqi Zhang, Guang Lin
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo
Haoyang Zheng, Wei Deng, Christian Moya, Guang Lin
- AISTATS 2024
- Readers: Everyone
Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics
Haoyang Zheng, Hengrong Du, Qi Feng, Wei Deng, Guang Lin
- ICML 2024 Poster
- Readers: Everyone
HomPINNs: homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions
Haoyang Zheng, Yao Huang, Ziyang Huang, Wenrui Hao, Guang Lin
- Published: 01 Jan 2023, Last Modified: 29 Jan 2024
- CoRR 2023
- Readers: Everyone
Data-driven causal model discovery and personalized prediction in Alzheimer's disease
Haoyang Zheng, Jeffrey R. Petrella, P. Murali Doraiswamy, Guang Lin, Wenrui Hao
- Published: 01 Jan 2022, Last Modified: 29 Jan 2024
- npj Digit. Medicine 2022
- Readers: Everyone
PCNN: A physics-constrained neural network for multiphase flows
Haoyang Zheng, Ziyang Huang, Guang Lin
- Published: 01 Jan 2021, Last Modified: 29 Jan 2024
- CoRR 2021
- Readers: Everyone