Technion - Reinforcement Learning Research Labs

@Technion_RL

Official account covering research performed in the various #ReinforcementLearning labs at the @TechnionLive

Haifa, Israel Katılım Ekim 2019

15 Takip Edilen770 Takipçiler

Technion - Reinforcement Learning Research Labs@Technion_RL·24 Haz

Deep networks combined with finite memory poses a problem for bandit-based algorithms. In this blog post, Ofir explains their method for overcoming the drift in the learned features and avoiding catastrophic forgetting! rlrl.net.technion.ac.il/2021/06/24/onl…

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Technion - Reinforcement Learning Research Labs@Technion_RL·24 Haz

Interested in learning how to detect reward deterioration? Check out the blog post by Ido Greenberg! rlrl.net.technion.ac.il/2021/06/24/det…

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Technion - Reinforcement Learning Research Labs@Technion_RL·9 Haz

Check out @carmelrabinovi1 's new work! Constrastive domain randomization for sim-to-real transfer!

Carmel Rabinovitz@CarmelRabinovi1

Excited to share our new #ICRA2021 paper on “Contrastive Domain Randomization” (CDR) with my amazing collaborators @nikogrupen, and @AvivTamar1: Website: sites.google.com/view/contrasti… Paper: arxiv.org/abs/2103.11144 Code: github.com/carmelrabinov/… #robotics #ContrastiveLearning #AI

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Technion - Reinforcement Learning Research Labs@Technion_RL·1 Haz

Action Redundancy in Reinforcement Learning - UAI Nir Baram, @guytenn and @MannorShie

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Technion - Reinforcement Learning Research Labs@Technion_RL·1 Haz

Bandits with Partially Observable Confounded Data - UAI @guytenn, @ShalitUri, @MannorShie and Yonathan Efroni

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Technion - Reinforcement Learning Research Labs@Technion_RL·1 Haz

It's been a while without updates. Let's cover some of the recent publications from the various RL groups at the @TechnionLive ! Thread.

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Technion - Reinforcement Learning Research Labs@Technion_RL·21 Nis

Awesome blog post by Orr, Omer and Raveh! Interested in RL and robotics? Certainly worth checking this out!

Orr Krupnik@orrkrup

What happens when you set out to reproduce a "reproducible robotics benchmark"? Omer and Raveh tried it out with #REPLAB! Their findings are detailed in the new blog post at @Technion_RL. TL;DR: it takes some work, but it's definitely possible!

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Technion - Reinforcement Learning Research Labs@Technion_RL·29 Mar

Super excited for the first Israeli RL day! 🙌

Orr Krupnik@orrkrup

The first Israeli RL Day will take place on Apr. 7th! Program is packed with great speakers, plus keynotes by @AvivTamar1, @MannorShie and Yishay Mansour. Schedule details at israel-rl-day.github.io. #IRLD2021

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Technion - Reinforcement Learning Research Labs@Technion_RL·1 Oca

Work by @BeloStav, linkedin.com/in/philip-kors…, @TZahavy, @tesslerc, @MannorShie To be featured in a special issue on RL for Real Life @Springer @MLJ_Social, by (@yuxili99, @AlborzGr, @LihongLi20, @CsabaSzepesvari, Tao Wang). link.medium.com/9dkamunnCcb

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Technion - Reinforcement Learning Research Labs@Technion_RL·1 Oca

To evaluate our algorithm we use the MIMIC-III data set mimic.physionet.org @MIT_IMES. We focus on Sepsis treatment, which recently emerged as a benchmark for RL algorithms, and achieve new SOTA results.

Technion - Reinforcement Learning Research Labs tweet media

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Technion - Reinforcement Learning Research Labs@Technion_RL·1 Oca

Interested in #RealWorld applications of #ReinforcementLearning? Check out our recent work, “Inverse Reinforcement Learning in Contextual MDPs” where we learn from clinicians how to treat patients with Sepsis! Paper: bit.ly/381H6Da Code: github.com/coirl/coirl_co…

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Keşfet

@CarmelRabinovi1 @guytenn @MannorShie @ShalitUri @TechnionLive @BeloStav @TZahavy @springer