🏢 National University of Defence Technology
Learning to Solve Quadratic Unconstrained Binary Optimization in a Classification Way
·3329 words·16 mins·
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AI Theory
Optimization
🏢 National University of Defence Technology
Researchers developed Value Classification Model (VCM), a neural solver that swiftly solves quadratic unconstrained binary optimization (QUBO) problems by directly generating solutions using a classif…
Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?
·3014 words·15 mins·
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Machine Learning
Reinforcement Learning
🏢 National University of Defence Technology
Decision Mamba (DeMa) outperforms Decision Transformer (DT) in offline RL trajectory optimization with 30% fewer parameters in Atari and a quarter in MuJoCo, demonstrating the efficacy of Mamba’s line…
Evaluate then Cooperate: Shapley-based View Cooperation Enhancement for Multi-view Clustering
·1847 words·9 mins·
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Machine Learning
Unsupervised Learning
🏢 National University of Defence Technology
Shapley-based Cooperation Enhancing Multi-view Clustering (SCE-MVC) improves deep multi-view clustering by using game theory to fairly evaluate and enhance individual view contributions.