News

Rob @Virtual MLSS :school:

June 27, 2020

News, The internet, All across the world

I am really happy to be attending the virtual edition of the MLSS Tübingen summer school where I will be presenting my most recent work on ‘Time Limits in Meta-Reinforcement Learning’. Get in touch if you want to chat about science, arts and ethology! Also I am looking forward to adding a new album to #visual-ml-notes 📝 Love, Rob

Visual-ML-Notes Launch :pencil2:

May 02, 2020

News, The internet, All across the world

Really happy to share Visual-ML-Notes ✍️ a virtual gallery of sketchnotes taken at Machine Learning talks 🧠🤓🤖 which includes last weeks #ICLR2020. Explore, exploit & feel free to share: :point_right: website 💻 & the repository 📝 Love, Rob P.S.: There will be an entire blogpost dedicated to how I go about sketching, the workflow and the post-processing. Stay tuned :heart:

Rob joins for.AI :heart:

March 14, 2020

News, The internet, All across the world

I am really excited to announce that I have joined for.AI as an independent researcher. for.AI is a mainly-remote coordinated international group of ML researchers. One aim - the production of useful & effective ML research. I am very much looking forward to new ideas, enthusiastic discussions and fruitful collaborations :hugs:! Such a great idea for the 21st century! Love, Rob P.S.: You can check out my solution to the coding challenge (comparing different pruning techniques) here!

Action Grammars @NeurIPS Workshops!

October 02, 2019

News, Neural Information Processing Systems Conference 2019, Vancouver, Canada

Super excited to share that my Master’s thesis project with Aldo Faisal got accepted to both the ‘Deep Reinforcement Learning’ & the ‘Learning Transferable Skills’ Workshop at NeurIPS 2019. I will be presenting the work within the DRL workshop in Vancouver and December! Check out the updated preprint here & let me know if you have any ideas/questions. Furthermore, code to replicate the results may be found here. Love, Rob P.S.: Here is my previous poster from CCN:

OIS Award Final Pitch Selection!

September 13, 2019

News, Technical University Berlin, Berlin, Germany

I am really excited to share that my project proposal on “Deep Swarm Shepherding - Benevolent Adaptation of Collective Behavior” has been selected for the final round of the Open Innovation in Science Award of the Einstein Center for Neurosciences Berlin. The goal of the award is to facilitate projects which fuse Open Innovation and Open Science in the context of neuroscience. It is jointly co-organized by the Ludwig Boltzmann Gesellschaft’s Open Innovation in Science Center (LBG OIS Center), QUEST and SPARK-Berlin. I am very honored and am looking forward to all the 3 minute pitches! If you are interested in learning more about how I intend to make the world a better place by combining Behavioral Tracking, Inverse Reinforcement Learning and Machine Theory of Mind come by. The final round of the selection process will be publicly carried out - here are all the key information: Location: Charité Campus Mitte, Charité CrossOver (CCO), Charitéplatz 1, 10117 Berlin. Date and Time: Thursday, October 10, 2019, 16:00-18:15 (official part), doors open at 15:45.

Action Grammars are going to CCN!

August 03, 2019

News, Technical University Berlin, Berlin, Germany

Super exciting news! Parts of my masters’s thesis project (supervised by Professor Aldo Faisal) got accepted at the Cognitive Computational Neuroscience conference 2019. We combine Hierarchical Reinforcement Learning & Grammar Induction to define a set of temporally-extended actions… aka an Action Grammar! The resulting temporal abstractions can be used to efficiently tackle imitation, transfer and online learning. Check out the preprint here! I am still in the process of extending the experiments and already looking forward to the poster presentations in Berlin (13th to 16th of September). The code will be open sourced as well. Hit me up if you are interested in the full story!

Kick-Off ‘Flexible Learning’ Reading Group @TUBerlin

July 26, 2019

News, Technical University Berlin, Berlin, Germany

Last week we got to kick-off our new “Flexible Learning” reading group at the Technical University Berlin where we cover recent papers in Meta-/Transfer-/Continual & Self-supervised Learning! We started by reading the latest first-author paper by Yoshua Bengio connecting Meta-Learning with causal inference. You can join our mailing list for more infos: click here. Here are all the relevant infos for the next meeting: Date: 7th of August Time: 11am Location: MAR Building TU Berlin - room 5.013 Paper: “Task-Driven Convolutional Recurrent Models of the Visual System” by Nayebi et al (2018; NeuRIPS) Massive thanks goes out to the co-organizing help of Thomas Goerttler, Joram Keijser & Nico Roth! Hit me up if you are interested in joining!

RAAI Conference & EEML - I am coming!

June 02, 2019

News, University of Bucharest, Bucharest, Romania

Bucharest - I am coming! Very happy to attend the Recent Advances in Artificial Intelligence conference from 28th to 30th of June. I will present my work on Deep Multi-Agent RL for swarm dynamics in a poster session. Furthermore, my work has also been selected to be presented at the super-duper awesome EEML summer school. Can’t wait to meet the hero of temporal abstractions Doina Precup and Mr “Policy Distillation” Andrei Rusu.

I will be giving a Talk @ENCODS FENS PhD Symposium!

May 24, 2019

News, Francis Crick Institute, London, United Kingdom

I am happy to announce that I will be giving a short talk at the ENCODS FENS PhD Symposium about the “Neural Suprise in Human Somatosensation” project I have been working on during my first ECN lab rotation together with Sam Gijsen, Miro Grundei, Dirk Ostwald and Felix Blankenburg. If you are interested in more details and the general paradigm, check out our GitRepo.

I got accepted into the SCIoI Excellence Cluster!

April 22, 2019

News, Technical University Berlin, Berlin, Germany

I got accepted into the Science of Intelligence Excellence Cluster! Starting in October 2019 I will be working on the project “Learning of Intelligent Swarm Behavior” under the supervision of Henning Sprekeler and Pawel Romanczuk. I am very happy to receive such generous funding and support from the excellence cluster. I will stay affiliated with the Einstein Center for Neurosciences. Furthermore, my work will combine strong evidence from cognitive neuroscience and animal psychology in order to study the computational basis of coordination and adaptation in large collectives.