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cs.LG2025
Hyperdimensional Computing for Sustainable Manufacturing: An Initial Assessment
Danny Hoang, Anandkumar Patel, Ruimen Chen +2
Smart manufacturing can significantly improve efficiency and reduce energy consumption, yet the energy demands of AI models may offset these gains. This study utilizes in-situ sens…
cs.LG2024
Proper Dataset Valuation by Pointwise Mutual Information
Rui Ray Chen, Xuan Qi, Yuxin Chen +3
Data plays a central role in advancements in modern artificial intelligence, with high-quality data emerging as a key driver of model performance. This has prompted the development…
cs.LG2024
Solving 0-1 Integer Programs with Unknown Knapsack Constraints Using Membership Oracles
Rosario Messana, Rui Chen, Andrea Lodi +1
We consider solving a combinatorial optimization problem with unknown knapsack constraints using a membership oracle for each unknown constraint such that, given a solution, the or…