E65: NeurIPS 2024 – Posters and Hallways 3

- Claire Bizon Monroc of Inria : WFCRL for Wind Farm Control
Andrew Wagenmaker of @ucberkeleyofficial.bsky.social : Leveraging Simulation to Bridge Sim-to-Real Gap
- @harwiltz.bsky.social of @mila-quebec.bsky.social : Multivariate Distributional RL
(cont)

How can you 0-shot transfer predictions of long-term performance across reward functions *and* risk-sensitive utilities?

We can do this via Distributional Successor Features. Our recent work introduces the 1st tractable & provably convergent algos for learning DSFs.

#NeurIPS2024 #6704
12 Dec, 11-2

In value-based RL, when decisions are made at high frequency, all hell breaks loose.

Our paper "Action Gaps & Advantages in Continuous-Time Distributional RL" shows how Distributional RL sheds light on this, enabling high-frequency model-free risk-sensitive RL.

#NeurIPS2024 #6410
13 Dec, 11-2

Distributional SFs: enable 0-shot generalization of return *distribution* functions across a finite-dimensional reward function class

"Foundations of Multivariate Distributional Reinforcement Learning"

#NeurIPS2024 #6704
12 Dec 11am-2pm
neurips.cc/virtual/2024...

Wiltzer Farebrother Rowland