4 citations · 12 across the 9 of their papers we have counts for
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Enhancing the Hierarchical Environment Design via Generative Trajectory Modeling
Dexun Li, Pradeep Varakantham
Unsupervised Environment Design (UED) is a paradigm for automatically generating a curriculum of training environments, enabling agents trained in these environments to develop gen…
Hidden State Approximation in Recurrent Neural Networks Using Continuous Particle Filtering
Dexun Li
Using historical data to predict future events has many applications in the real world, such as stock price prediction; the robot localization. In the past decades, the Convolution…
Towards Soft Fairness in Restless Multi-Armed Bandits
Dexun Li, Pradeep Varakantham
Restless multi-armed bandits (RMAB) is a framework for allocating limited resources under uncertainty. It is an extremely useful model for monitoring beneficiaries and executing ti…
Efficient Resource Allocation with Fairness Constraints in Restless Multi-Armed Bandits
Dexun Li, Pradeep Varakantham
Restless Multi-Armed Bandits (RMAB) is an apt model to represent decision-making problems in public health interventions (e.g., tuberculosis, maternal, and child care), anti-poachi…