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cs.LG2026
Distribution-Specific Curvature Control with Finite-Sample Guarantees for Open-Weight Safety
Domenic Rosati, Ali Dadsetan, Hong Huang +5
A short fine-tuning run can undo the safety guards of an open-weight model---retraining a refusal-trained assistant to aid weapons development or produce hate speech. Preventing su…
cs.LG2025
Hybrid Neural-MPM for Interactive Fluid Simulations in Real-Time
Jingxuan Xu, Hong Huang, Chuhang Zou +3
We propose a neural physics system for real-time, interactive fluid simulations. Traditional physics-based methods, while accurate, are computationally intensive and suffer from la…
cs.LG2025
Pareto Optimal Algorithmic Recourse in Multi-cost Function
Wen-Ling Chen, Hong-Chang Huang, Kai-Hung Lin +2
In decision-making systems, algorithmic recourse aims to identify minimal-cost actions to alter an individual features, thereby obtaining a desired outcome. This empowers individua…