Hao Zhang

Hao Zhang

Senior Research Scientist

Balyasny Asset Management L.P.

Biography

Hi! My name is Hao Zhang (张豪). I am currently a Senior Research Scientist at Balyasny Asset Management L.P. (BAM), working on financial AI and modeling. My research interests primarily focus on developing techniques—including agent harness, agentic AutoML, alpha/feature mining, causal reasoning, financial reasoning, and reinforcement learning—to enhance the capabilities of financial models and apply them into trading and addressing real challenges.

Before joining BAM, I was a Senior Research Scientist at Alibaba DAMO Academy (Singapore R&D Center), where I worked on multimodal LLMs for over a year, and a Principal Engineer at Huawei Noah’s Ark Lab for approximately two years. I earned my Ph.D. in Artificial Intelligence from the College of Computing and Data Science at Nanyang Technological University (NTU), Singapore in July 2022, under the supervision of Professor Aixin Sun. I also hold an M.Sc. degree from the School of Electrical and Electronic Engineering at NTU, completed in June 2016.

Research Community Services:
Area Chair: ACL Rolling Review
Reviewer: ACL Rolling Review, ACL, EMNLP, CVPR, ECCV, NeurIPS, ICLR, AAAI, IJCAI, WWW, KDD, SIGIR, COLING, MM
Co-organizer: Interactive Recommendation System Workshop, WSDM 2023

Interests
  • Financial AI and Modeling
  • Agents and Harness
  • Complex Reasoning and RL
  • Large Language Model
  • Large Multimodal Model
Education
  • PhD in Artificial Intelligence, 2019-2022

    Nanyang Technological University, Singapore

  • MSc in Communications Engineering, 2015-2016

    Nanyang Technological University, Singapore

  • BEng in Communications Engineering, 2011-2015

    Dalian University of Technology, China

Experience

 
 
 
 
 
Balyasny Asset Management L.P.
Senior Research Scientist
January 2026 – Present Singapore
Working on financial AI and modeling, including agent harness, agentic AutoML, alpha/feature mining, causal reasoning, reinforcement learning, etc.
 
 
 
 
 
Singapore R\&D Center, DAMO Academy, Alibaba Group
Staff Algorithm Engineer
September 2024 – November 2025 Singapore
Led the multimodal foundation model project and AI research in LASA Team, DAMO Academy.
 
 
 
 
 
Noah's Ark Lab, Singapore Research Center, Huawei International
Principal Engineer
July 2022 – August 2024 Singapore
Worked on Pangu LLM and Co-led Search Agent project at Noah’s Ark Lab.
 
 
 
 
 
Agency for Science, Technology and Research
Senior Research Engineer
July 2016 – June 2022 Singapore
Senior Research Engineer/Principal Investigator, Centre for Frontier AI Research from Jan. 2022 to Jun. 2022; Research Engineer, Institute of High Performance Computing from Jul. 2016 to Dec. 2021.

Publications

Quickly discover relevant content by filtering publications.
(2026). MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources. In CVPR.

Preprint PDF Cite Code Dataset Project 📌CVPR'26

(2026). Video-KTR: Reinforcing Video Reasoning via Key Token Attribution. In ICLR.

Preprint PDF Cite Code 📌ICLR'26

(2026). Hesitation and Tolerance in Recommender Systems. In CHI.

Preprint PDF Cite DOI 📌CHI'26

(2025). GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning. In EMNLP.

Preprint PDF Cite Code Dataset 📌EMNLP'25

(2025). ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning. In EMNLP (SAC Highlights).

Preprint PDF Cite Code Dataset Project Award 📌EMNLP'25