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V. Pandi

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Open access 2026

ChargeUp: Trust-Aware EV Charging Scheduling via Fuzzy-Stackelberg Game Theory and Credibility-Shaped Reinforcement Learning

The fast development of electric vehicles (EVs) is placing pressure on charging stations that have a heterogeneous demand, unpredictable arrivals and non-classical strategic behaviour that fail to be captured by traditional queueing rules. Specifically, priority-based schedulers can be abused by users who misreport eit...

J. Sasikumar, Kotha Sujay Bharath Raj, Midhun Sreerajan et al. · 0 citations
Conference Jul 2026

Adaptive Gating Dynamics for Layer-Wise Sparsity Learning and Neural Network Pruning

Deep neural networks often contain substantial parameter redundancy, resulting in unnecessary computational cost and energy consumption. This work presents a dynamically adaptive gating mechanism for learning layer-wise sparsity through differentiable masking. In the proposed framework, each network parameter is associ...

Raunak Dev, Mydhily Sankar, Devaprabha Biju S et al. · 0 citations

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