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Intelligent Autonomous Systems Group

@ias_tudarmstadt

Intelligent Autonomous Systems Group @TUDarmstadt working on Robot Learning, the intersection of Robotics and Machine Learning. Lead by Prof. @Jan_R_Peters

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Hello world! Follow for tweets from the IAS group at @TUDarmstadt, researching the intersection of #robotics and #machinelearning!


Intelligent Autonomous Systems Group Reposted

EQR has been accepted at JMLR! Now available at jmlr.org/papers/v25/23-… Thanks again to all my co-authors, anonymous reviewers and the editor @marcgbellemare The paper improved significantly as part of the review process.

Excited to release an update of the EQR paper + code! 🎉 Have a look for a theoretically-grounded way of estimating epistemic uncertainty around value functions using distributional RL tools. 📜 arxiv.org/abs/2308.06590 💻 github.com/boschresearch/…



Intelligent Autonomous Systems Group Reposted

New insights into exploration in MCTS! Our JAIR paper proposes an entropy-regularized exploration policy that balances efficient tree traversal with rapid convergence. Our unified α-divergence formulation enables tailoring exploration-exploitation tradeoffs to specific problems.


Intelligent Autonomous Systems Group Reposted

If you are at #CoRL2024 @corl_conf and work on locomotion or bioinspiration, please come to our workshop "LocoLearn" in Room Mars, 2nd floor, from 9:00. (Unfortunately I was not able to join this time, but my colleagues @davide_tateo and @piotr_kicki will!)

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Intelligent Autonomous Systems Group Reposted

Perfect start to the #CoRL2024 week! Was a pleasure organizing the NextGen Robot Learning Symposium at @TUDarmstadt with @firasalhafez @GeorgiaChal Thanks to the speakers for the great talks! @YunzhuLiYZ @NimaFazeli7 @Dian_Wang_ @HaojieHuang13 @Vikashplus @ehsanik @Oliver_Kroemer

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Intelligent Autonomous Systems Group Reposted

Plenary speaker Jan Peters (Intelligent Autonomous Systems, TU Darmstadt, Germany) will give a talk titled "Inductive Biases for Learning of Anthropomorphic Robots"! More info on the website: 2024.ieee-humanoids.org/plenaries/

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