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Zijian Ma

2 accepted papers

2026

Proteo-R1: Thinking Foundation Models for De Novo Protein Binder Design

ICML 2026poster

Recent advances in generative diffusion and flow-matching models have revolutionized molecular design, enabling the creation of novel proteins, small molecules, and RNA sequences with unprecedented fidelity. Yet, these models remain intuitive rather than intelligent—they generate without reasoning. …

Cited by 0SourceScholar
2025

WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration

AAAI 2025technical

LLM-based autonomous agents often fail to execute complex web tasks that require dynamic interaction, largely due to the inherent uncertainty and complexity of these environments. Existing LLM-based web agents typically rely on rigid, expert-designed policies specific to certain states and actions,…

Cited by 21SourcePDFScholar