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Reframing Constraints: Leveraging Topological Homomorphism for Decision Optimization
Starry Academic (5K+ online audience), Huawei, Shenzhen, Dec. 2025
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Homeomorphism Methods for Efficient Decision-Making with Hard Constraints
TongLuRen Academic Forum, Tongji University, Shanghai, Dec. 2025
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Homeomorphic Projection to Ensure NN Solution Feasibility for Constrained Optimization
The 3rd HK-SIAM Biennial Conference, Hong Kong, July 2025
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Solving Chance-Constrained ACOPF with Neural Networks and Bisection-based Projection
EnergySP Workshop, ACM e-Energy 2025, Rotterdam, June 2025
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Gauge Flow Matching for Efficient Constrained Generative Modeling
ICLR 2025 DeLTa Workshop, Singapore, April 2025