Rob Fergus
8 posts

Rob Fergus
@rob_fergus
Director, AI Research and Head of FAIR at Meta
Katılım Ocak 2020
57 Takip Edilen3.5K Takipçiler
Rob Fergus retweetledi

@ylecun @ylecun @AravSrinivas recent Proto-RL (arxiv.org/pdf/2102.11271…) that uses ideas from both CURL and DrQ gets us closer to the LeCake, as it's contrastively learned representations are **fully detached** from RL, besides they can be learned with just the MaxEnt objective.
English
Rob Fergus retweetledi

Happy to share my new work -- Proto-RL, a task-agnostic pre-training scheme that reconciles exploration and representation learning in image-based RL!
with: @rob_fergus, Alessandro Lazaric, and @LerrelPinto.
paper: arxiv.org/pdf/2102.11271…
code: github.com/denisyarats/pr…
[1/N]

English
Rob Fergus retweetledi

Excited to share an update to our work on evolutionary-scale modeling (ESM)! Over the past year, we rewrote our paper with better pretraining and downstream models, leading to state-of-the-art results across multiple benchmarks. (1/8)
biorxiv.org/content/10.110…

English
Rob Fergus retweetledi

Excited to share our new paper “Automatic Data Augmentation for Generalization in Deep Reinforcement Learning” w/ @maxagoldstein8, @denisyarats, @ikostrikov, and @rob_fergus!
Paper: arxiv.org/pdf/2006.12862…
Code: github.com/rraileanu/auto…
Website: sites.google.com/view/ucb-drac
GIF
English

@koraykv @DeepMind @koraykv @demishassabis Thanks for the warm welcome - excited to be working with you both and look forward to getting to know the rest of the team!
English

Welcome @Rob_Fergus to @DeepMind. He's a computer vision and deep learning pioneer & a leading scientist in AI. I’m delighted he’s joined @DeepMind (remaining Prof @ NYU), looking forward to working with him again many years after we were at NYU.
English

Great work from my PhD students @denisyarats and @ikostrikov !
Denis Yarats@denisyarats
Exciting to announce our new work together with @ikostrikov and @rob_fergus: Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels. Paper: arxiv.org/abs/2004.13649 Code: github.com/denisyarats/drq Website: sites.google.com/view/data-regu… [1/N]
English