1 citations · 1 across the 7 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2025
Unsupervised Learning of Local Updates for Maximum Independent Set in Dynamic Graphs
Devendra Parkar, Anya Chaturvedi, Joshua J. Daymude
We present the first unsupervised learning model for Maximum-Independent-Set (MaxIS) in dynamic graphs where edges change over time. Our method combines structural learning from gr…
cs.LG2023
Scalable Semantic Non-Markovian Simulation Proxy for Reinforcement Learning
Kaustuv Mukherji, Devendra Parkar, Lahari Pokala +3
Recent advances in reinforcement learning (RL) have shown much promise across a variety of applications. However, issues such as scalability, explainability, and Markovian assumpti…