Portfolio item number 1

Short description of portfolio item number 1

Portfolio item number 2

Short description of portfolio item number 2

NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents

Published in ICLR 2026, 2026

We introduce NewtonBench, a benchmark of 324 scientific law discovery tasks across 12 physics domains. Counterfactual law shifts yield scalable, scientifically relevant, memorization-resistant problems, while interactive model discovery requires agents to experiment on simulated systems rather than fit static tables.

Recommended citation: Tianshi Zheng^*, Kelvin Kiu-Wai Tam^*, Newt Hue-Nam K. Nguyen^*, et al. (2026). "NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents." ICLR. ^*Equal contribution.
Download Paper

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning

Published in arXiv preprint, 2026

SciResearcher is a fully automated framework for constructing frontier-science training data from heterogeneous academic sources. SciResearcher-8B sets a new state of the art at the 8B scale on HLE-Bio/Chem-Gold and improves substantially on SuperGPQA-Hard-Biology and TRQA-Literature.

Recommended citation: Tianshi Zheng, Rui Wang, Xiyun Li, Kelvin Kiu-Wai Tam, Newt Hue-Nam K. Nguyen, Wei Fan, Yangqiu Song, Tianqing Fang (2026). "SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning." arXiv preprint arXiv:2605.01489.
Download Paper

Talk 1 on Relevant Topic in Your Field

Published: March 01, 2012

This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!

Tutorial 1 on Relevant Topic in Your Field

Published: March 01, 2013

More information here

Talk 2 on Relevant Topic in Your Field

Published: February 01, 2014

More information here

Conference Proceeding talk 3 on Relevant Topic in Your Field

Published: March 01, 2014

This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.

COMP4211

, , 1900

Machine Learning

COMP4211 Project 2

, , 1900

Project 2

COMP4211 Scikit-Learn Project

, , 1900

Scikit-Learn Project