EWRL 2024 Workshop Submissions

A Look at Value-Based Decision-Time vs. Background Planning Methods Across Different Settings
Safa Alver, Doina Precup
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
An Attentive Approach for Building Partial Reasoning Agents from Pixels
Safa Alver, Doina Precup
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Functional Acceleration for Policy Mirror Descent
Veronica Chelu, Doina Precup
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Scaling Value Iteration Networks to 5000 Layers for Extreme Long-Term Planning
Yuhui Wang, Qingyuan Wu, Weida Li, Dylan R. Ashley, Francesco Faccio, Chao Huang, Jürgen Schmidhuber
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Robust Best-of-Both-Worlds Gap Estimators Based on Importance-Weighted Sampling
Sarah Clusiau, Saeed Masoudian, Yevgeny Seldin
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Explore-Go: Leveraging Exploration for Generalisation in Deep Reinforcement Learning
Max Weltevrede, Felix Kaubek, Matthijs T. J. Spaan, Wendelin Boehmer
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Beyond Stationarity: Convergence Analysis of Stochastic Softmax Policy Gradient Methods
Sara Klein, Simon Weissmann, Leif Döring
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
A Distributional Analogue to the Successor Representation
Harley Wiltzer, Jesse Farebrother, Arthur Gretton, Yunhao Tang, Andre Barreto, Will Dabney, Marc G Bellemare, Mark Rowland
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Truly No-Regret Learning in Constrained MDPs
Adrian Müller, Pragnya Alatur, Volkan Cevher, Giorgia Ramponi, Niao He
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Evidence on the regularization properties of Maximum-Entropy Reinforcement Learning
Remy Hosseinkhan Boucher, Lionel Mathelin, Onofrio Semeraro
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Applying Reinforcement Learning to Navigation In Partially Observable Flows
Selim Mecanna, Aurore Loisy, Christophe Eloy
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
A Conservative Approach for Few-Shot Transfer in Off-Dynamics Reinforcement Learning
Paul Daoudi, CHRISTOPHE PRIEUR, Bogdan Robu, Merwan Barlier, Ludovic Dos Santos
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
The Whys and Hows of Active Exploration in Model-Based Reinforcement Learning
Alberto Caron, Chris Hicks, Vasilios Mavroudis
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Learning mirror maps in policy mirror descent
Carlo Alfano, Sebastian Rene Towers, Silvia Sapora, Chris Lu, Patrick Rebeschini
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Generalisation to unseen topologies: Towards control of biological neural network activity
Laurens Engwegen, Daan Brinks, Wendelin Boehmer
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
RRLS : Robust Reinforcement Learning Suite
Adil Zouitine, David Bertoin, Pierre Clavier, Matthieu Geist, Emmanuel Rachelson
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity
Aditya Bhatt, Daniel Palenicek, Boris Belousov, Max Argus, Artemij Amiranashvili, Thomas Brox, Jan Peters
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Time-Constrained Robust MDPs
Adil Zouitine, David Bertoin, Pierre Clavier, Matthieu Geist, Emmanuel Rachelson
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Interpretable and Editable Programmatic Tree Policies for Reinforcement Learning
Hector Kohler, Quentin Delfosse, Riad Akrour, Kristian Kersting, Philippe Preux
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Earth Observation Satellite Scheduling with Graph Neural Networks
Guillaume Infantes, Antoine Jacquet, Emmanuel Benazera, Stéphanie Roussel, Nicolas Meuleau, Vincent Baudoui, Jonathan Guerra
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Maximum Entropy On-Policy Actor-Critic via Entropy Advantage Estimation
Jean Seong Bjorn Choe, Jong-Kook Kim
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Deterministic Exploration via Stationary Bellman Error Maximization
Sebastian Griesbach, Carlo D'Eramo
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Adversarial Contextual Bandits Go Kernelized
Gergely Neu, Julia Olkhovskaya, Sattar Vakili
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Sum-Max Submodular Bandits
Stephen Pasteris, Alberto Rumi, Fabio Vitale, Nicolò Cesa-Bianchi
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone
Dreaming of Many Worlds: Learning Contextual World Models aids Zero-Shot Generalization
Sai Prasanna, Karim Farid, Raghu Rajan, André Biedenkapp
- Published: 01 Aug 2024, Last Modified: 09 Oct 2024
- EWRL17
- Readers: Everyone