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Hongbo Ma

4 accepted papers

2026

StyleTailor: Towards Personalized Fashion Styling via Hierarchical Negative Feedback

AAAI 2026technical

The advancement of intelligent agents has revolutionized problem-solving across diverse domains, yet solutions for personalized fashion styling remain underexplored, which holds immense promise for promoting shopping experiences. In this work, we present StyleTailor, the first collaborative agent fr

Cited by 0SourcePDFScholar
2025

Empower Structure-Based Molecule Optimization with Gradient Guided Bayesian Flow Networks

ICML 2025poster

Structure-based molecule optimization (SBMO) aims to optimize molecules with both continuous coordinates and discrete types against protein targets. A promising direction is to exert gradient guidance on generative models given its remarkable success in images, but it is challenging to guide discret…

2025

Redefining the task of Bioactivity Prediction

ICLR 2025poster

Small molecules are vital to modern medicine, and accurately predicting their bioactivity against protein targets is crucial for therapeutic discovery and development. However, current machine learning models often rely on spurious features, leading to biased outcomes. Notably, a simple pocket-only…

Cited by 0SourcePDFScholar