Junkai Zhang
Scholar

Junkai Zhang

Google Scholar ID: BgkFlTYAAAAJ
University of California, Los Angeles
Machine Learning
Citations & Impact
All-time
Citations
109
 
H-index
6
 
i10-index
6
 
Publications
11
 
Co-authors
4
list available
Publications
11 items
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
  • ['"Chasing the Tail: Effective Rubric-based Reward Modeling for Large Language Model Post-Training", in submission, available on arXiv', '"DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM Guardrails", in submission, available on arXiv', '"MatSciBench: Benchmarking the Reasoning Ability of LLM in Material Science", in submission, available on arXiv', '"MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design", NAACL 2025 Demo Track', '"Protein Large Language Models: A Comprehensive Survey", EMNLP 2025 Findings', '"MetamatBench: Integrating Heterogeneous Data, Computational Tools, and Visual Interface for Metamaterial Discovery", KDD 2025 Datasets and Benchmarks Track', '"Neural network-assisted personalized handwriting analysis for Parkinson's disease diagnostics", Nature Chemical Engineering', '"Continuous Treatment Effect Modeling in Multi-agent Dynamical Systems", WWW 2024', '"Uncertainty-Aware Reward-Free Exploration with General Function Approximation", ICML 2024', '"Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs", ICML 2023', '"Fast Sampling via De-randomization for Discrete Diffusion Models", NeurIPS 2024']