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most citedGNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments

2 citations · 2 across the 7 of their papers we have counts for

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cs.LG2025★ 2 cited

GNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments

Stavros Orfanoudakis, Nanda Kishor Panda, Peter Palensky +1

Reinforcement Learning (RL) methods used for solving real-world optimization problems often involve dynamic state-action spaces, larger scale, and sparse rewards, leading to signif…

eess.SY2025

Impact of Lead Time on Aggregate EV Flexibility for Congestion Management Services

Nanda Kishor Panda, Peter Palensky, Simon H. Tindemans

Increased electrification of energy end-usage can lead to network congestion during periods of high consumption. Flexibility of loads, such as aggregate smart charging of Electric…