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Deep Bayesian Reinforcement Learning -- Unifying Perception, Planning, and Control

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Publications

From Configuration-Space Clearance to Feature-Space Margin: Sample Complexity in Learning-Based Collision Detection (opens in new window)

Author(s): Sapir Tubul, Aviv Tamar, Kiril Solovey, Oren Salzman
Published in: ICRA, 2025
Publisher: ICRA
DOI: 10.48550/arXiv.2502.04170

EC-Diffuser: Multi-Object Manipulation via Entity-Centric Behavior Generation (opens in new window)

Author(s): Carl Qi, Dan Haramati, Tal Daniel, Aviv Tamar, Amy Zhang
Published in: ICLR, 2025
Publisher: ICLR
DOI: 10.48550/arXiv.2412.18907

Online Tool Selection with Learned Grasp Prediction Models (opens in new window)

Author(s): Rohanimanesh, Khashayar; Metzger, Jake; Richards, William; Tamar, Aviv
Published in: ICRA, 2023, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arxiv.2302.07940

Entity-centric reinforcement learning for object manipulation from pixels (opens in new window)

Author(s): D. Haramati, T. Daniel, and A. Tamar
Published in: ICLR, 2024, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arXiv.2404.01220

Dote: Rethinking wan traffic engineering

Author(s): Y. Perry, F. Frujeri, C. Hoch, S. Kandula, I. Menache, M. Schapira, and A. Tamar
Published in: USENIX Symposium on Networked Systems Design and Implementation (NSDI), 2023, ISSN 2331-8422
Publisher: USENEX

Unsupervised image representation learning with deep latent particles (opens in new window)

Author(s): Daniel, Tal and A. Tamar
Published in: ICML, 2022, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arXiv.2205.15821

ContraBAR: Contrastive Bayes-Adaptive Deep RL (opens in new window)

Author(s): Choshen, Era; Tamar, Aviv
Published in: ICML, 2023, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arxiv.2306.02418

Test-Time Regret Minimization in Meta Reinforcement Learning (opens in new window)

Author(s): Mirco Mutti, Aviv Tamar
Published in: ICML, 2024
Publisher: ICML
DOI: 10.48550/arXiv.2406.02282

Fine-Tuning Generative Models as an Inference Method for Robotic Tasks (opens in new window)

Author(s): Krupnik, Orr; Shafer, Elisei; Jurgenson, Tom; Tamar, Aviv
Published in: CoRL, 2023, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arxiv.2310.12862

Hierarchical planning for rope manipulation using knot theory and a learned inverse model

Author(s): M. Sudry, T. Jurgenson, A. Tamar, and E. Karpas
Published in: CoRL, 2023, ISSN 2331-8422
Publisher: arxiv

Mamba: an effective world model approach for meta-reinforcement learning (opens in new window)

Author(s): Z. Rimon, T. Jurgenson, O. Krupnik, G. Adler, and A. Tamar
Published in: ICLR, 2024
Publisher: arxiv
DOI: 10.48550/arXiv.2403.09859

Meta reinforcement learning with finite training tasks – a density estimation approach (opens in new window)

Author(s): Rimon, Zohar, A. Tamar, and G. Adler
Published in: NeurIPS, 2022, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/ARXIV.2206.10716

Learning Control by Iterative Inversion (opens in new window)

Author(s): Leibovich, Gal; Jacob, Guy; Avner, Or; Novik, Gal; Tamar, Aviv
Published in: ICML, 2023, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arxiv.2211.01724

Explore to Generalize in Zero-Shot RL (opens in new window)

Author(s): Zisselman, Ev; Lavie, Itai; Soudry, Daniel; Tamar, Aviv
Published in: NeurIPS, 2023, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arxiv.2306.03072

DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles (opens in new window)

Author(s): Daniel, Tal; Tamar, Aviv
Published in: TMLR, 2023, ISSN 2331-8422
Publisher: arxiv
DOI: 10.48550/arxiv.2306.05957

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