Abhishek Das @abhshkdz Twitter profile | Pikagi

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Abhishek Das

@abhshkdz

6,348

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2,818

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Building something new. Prev: Research Scientist at FAIR @Meta & @OpenCatalyst , PhD at @GeorgiaTech .

San Francisco

https://t.co/6ElqYrXsUc

Joined October 2009

Don't wanna be here? Send us removal request.

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@abhshkdz

Abhishek Das

6 months

Update: I left Meta yesterday. Working on @OpenCatalyst at FAIR has been one of my most cherished career journeys. The team's really strong, with ambitious step-change research in the pipeline. I'm rooting for them! As for what's next, excited to build something new! Stay tuned

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@rolooouuu

@abhshkdz

Abhishek Das

3 years

Useful advice for (not just) PhD students from @AustinZHenley

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@abhshkdz

Abhishek Das

5 years

Excited to share that I successfully defended my PhD day before yesterday! Huuuge thanks to @DhruvBatraDB and @deviparikh for being amazing mentors on this journey!

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@abhshkdz

Abhishek Das

4 years

Delighted to share that my PhD thesis won the GT Sigma Xi and College of Computing awards! Thesis pdf: GT Sigma Xi: GT CoC:

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@abhshkdz

Abhishek Das

5 years

Accepted at #ICML2019 🎉

@abhshkdz

Abhishek Das

6 years

New preprint! TarMAC, a simple and effective architecture for learning targeted communication protocols in multi-agent RL. Leads to intuitive cooperation strategies on diverse environments. w/ @theo_gervet , Joshua, @DhruvBatraDB , @deviparikh , Mike, Joelle

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@abhshkdz

Abhishek Das

3 years

Square revolt. #genuary #genuary2022 #generative #creativecoding #p5js

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@abhshkdz

Abhishek Das

3 years

We're looking for research interns to join us at FAIR as part of . If you're a PhD student interested in graph neural networks for modeling atomic relaxations, that will then be used to explore catalysts for renewable energy storage, please reach out to me!

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Open Catalyst Project

Using AI to model and discover new catalysts to address the energy challenges posed by climate change.

opencatalystproject.org

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@abhshkdz

Abhishek Das

4 years

Introducing — @deviparikh and my attempt at reducing some of the information asymmetry in industry job offers in AI. Consider using this as a reference for negotiations. Covers a tiny slice of companies in US atm but should get wider coverage over time.

@deviparikh

Devi Parikh

4 years

Introducing AI Paygrades ()! Statistics of industry offers for AI jobs. The goal is to reduce information assymetry so candidates can make informed decisions and negotiate better. Submit your information and spread the word! With @abhshkdz .

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@abhshkdz

Abhishek Das

4 years

Excited for the first major release of , result of a wonderful ongoing collaboration b/w FAIR and CMU. Our goal is to use ML to accelerate the search for low-cost catalysts that can drive reactions converting renewable energy to storable forms. (1/8)

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Open Catalyst Project

Using AI to model and discover new catalysts to address the energy challenges posed by climate change.

opencatalystproject.org

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@abhshkdz

Abhishek Das

6 years

Excited and honored to announce that I was selected for the Facebook fellowship this year!

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@abhshkdz

Abhishek Das

7 years

Panoptic Segmentation, neat work from FAIR / Heidelberg University on unifying instance and semantic segmentation, and a new intuitive evaluation metric for the task, with human studies + machine baselines

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@abhshkdz

Abhishek Das

4 years

Astronauts flying around in space at 27k+ km/hr, launched on a reusable rocket, all being globally livestreamed from multiple camera angles with commentary. What a time. 🌎🚀

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@abhshkdz

Abhishek Das

3 years

Happy to share that @paperswithcode will now be running ! It's been fun to see this random side project evolve into something so many from the AI community use (20k-30k active users / month) and help maintain (600+ forks, 300+ PRs)!

@paperswithcode

Papers with Code

@paperswithcode

3 years

🤝 Papers with Code is now helping to maintain . AI Conference Deadlines makes it easy to find and follow conference deadlines in areas such as machine learning and NLP. Thanks to @abhshkdz for this great initiative.

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@abhshkdz

Abhishek Das

7 years

Adversarial training + REINFORCE for Visual Dialog Nice results! State-of-the-art on VisDial

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@abhshkdz

Abhishek Das

4 years

How much environment knowledge can an agent learn purely through self-supervised egocentric prediction? We measure this by asking it questions (in English)! #ICML2020 paper from my internship at @DeepMind . [1/4]

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@abhshkdz

Abhishek Das

3 years

Honored to be selected as a runner-up for the 2020 AAAI/ACM SIGAI Dissertation Award! Huge thanks to the committee, my mentors and collaborators. I had the time of my life during my PhD, and often joke about how I might gladly do another :)

@RealAAAI

AAAI

3 years

Congratulations to David Abel (A Theory of Abstraction in Reinforcement Learning) and Abhishek Das (Building Agents that Can See, Talk, and Act) for Honorable Mentions for the 2020 AAAI/ACM SIGAI Dissertation Award. #AAAI2022

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@abhshkdz

Abhishek Das

7 years

Embodied Question Answering () —> CVPR 2018! 🙃 🍻 🙌🏽

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Embodied Question Answering

Moving towards AI agents that can navigate in virtual environments and answer natural language questions ---

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@abhshkdz

Abhishek Das

6 years

New preprint! TarMAC, a simple and effective architecture for learning targeted communication protocols in multi-agent RL. Leads to intuitive cooperation strategies on diverse environments. w/ @theo_gervet , Joshua, @DhruvBatraDB , @deviparikh , Mike, Joelle

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@abhshkdz

Abhishek Das

6 years

ML research tool idea: self-updating academic benchmarks; that auto-scrapes arxiv, parses pdfs to build a unified table of results (on say CIFAR, Imagenet, COCO, etc.). Easily exportable to latex, csv. Should make it v easy to answer “What is the current state-of-the-art on X?”.

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@abhshkdz

Abhishek Das

5 years

Just came across this year's Google Summer of Code ( @gsoc ) stats: Heartening to see my alma mater, @iitroorkee , top this year's list of schools with the most accepted students! 😃 Kudos to @sdslabs and everyone involved! 💪💥

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Google Summer of Code 2019 (Statistics Part 2)

2019 has been an epic year for Google Summer of Code as we celebrated 15 years of connecting university students from around the globe with 201 open source organizations big and small. Now that GSoC...

opensource.googleblog.com

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@abhshkdz

Abhishek Das

5 years

Is it even a real deadline if Overleaf doesn't go down? #CVPR2020

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@abhshkdz

Abhishek Das

8 years

Our latest work on 'Learning Cooperative Visual Dialog Agents with Deep RL'

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@abhshkdz

Abhishek Das

6 years

That one day of the year you spend all day updating your bashrc / zshrc, vimrc, tmuxrc, gitconfig, sublime plugins, latex snippets, themes, fonts, colors at the cusp of transforming into an unstoppable maximally productive force of nature :)

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@abhshkdz

Abhishek Das

2 years

Super excited to share AdsorbML (from @OpenCatalyst ): We show that machine learning can speed up density functional theory calculations for computing adsorption energies by * 1300x * at 85% accuracy (and by up to * 4000x * at 75% accuracy). 🧵

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@abhshkdz

Abhishek Das

3 years

We just announced the winners of the Open Catalyst Challenge #NeurIPS2021 ! Congratulations to @MSFTResearch Asia for winning the challenge with their 3D-Graphormer approach to relaxed energy prediction! 🏆🎉 Learn more: @OpenCatalyst @MetaAI @CMU_ChemE

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@abhshkdz

Abhishek Das

6 years

Yesterday we released data + code for our CVPR 2018 paper on EmbodiedQA. Train embodied agents for navigation and question answering in environments! Data: Code:

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Embodied Question Answering

Moving towards AI agents that can navigate in virtual environments and answer natural language questions ---

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@abhshkdz

Abhishek Das

8 years

Excited to share our latest work on generating visual 'explanations' for CNN-based models Work led by @ramprasaath21

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@abhshkdz

Abhishek Das

4 years

We're looking for research interns to come work with us as part of at FAIR. Applicants need to be PhD students, ideally interested in graph neural networks / ML for climate change, and available for 12-16 weeks over summer 2021. Get in touch with me!

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Open Catalyst Project

Using AI to model and discover new catalysts to address the energy challenges posed by climate change.

opencatalystproject.org

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@abhshkdz

Abhishek Das

6 years

Code + pretrained model for single model winning entry (and overall runner-up) in this year's VQA challenge at #CVPR2018 out already. Cool stuff!

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GitHub - jnhwkim/ban-vqa: Bilinear attention networks for visual question answering

Bilinear attention networks for visual question answering - jnhwkim/ban-vqa

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@abhshkdz

Abhishek Das

7 years

Very nice looking fast and efficient pytorch code release for Faster R-CNN by labmates Jianwei and Jiasen

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GitHub - jwyang/faster-rcnn.pytorch: A faster pytorch implementation of faster r-cnn

A faster pytorch implementation of faster r-cnn. Contribute to jwyang/faster-rcnn.pytorch development by creating an account on GitHub.

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@abhshkdz

Abhishek Das

7 years

Two papers accepted at #ICCV2017 ! 🎉🎊🍾🥂

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@abhshkdz

Abhishek Das

4 years

Tried acrylic pouring today!

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@abhshkdz

Abhishek Das

5 years

Wonderful to see — #CVPR2020 workshop on "How to write a good review?" :)

CVPR 2020 Tutorial

Course Information When: June 14th, 2020 Where: Online (live stream will be available here) A video recording of the workshop is available here. Time: PT: 8am - 1pm ET: 11am - 4pm CEST: 5pm - 10pm...

sites.google.com

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@abhshkdz

Abhishek Das

6 years

Excited to announce v1.0 of the VisDial dataset! Evaluation servers for the Visual Dialog Challenge are now open! Details: Evaluation server: (with @SatwikKottur @deshrajdry @kdexd @ayshrv Stefan @deviparikh @DhruvBatraDB )

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EvalAI: Evaluating state of the art in AI

EvalAI is an open-source web platform for organizing and participating in challenges to push the state of the art on AI tasks.

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Abhishek Das

3 years

Sand dunes. #genuary #genuary2022 #generative #creativecoding #p5js

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Abhishek Das

7 years

Detectron, huuuge object detection code + model release from Ross Girshick et al. at FAIR, 70+ pretrained models and performance baselines!

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@abhshkdz

Abhishek Das

6 years

CVPR19 decisions are out! (Obligatory) acceptance vs. paper ids plot :) Looks fairly even (much nicer than CVPR17, ICCV17). Earlier versions:

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@abhshkdz

Abhishek Das

7 years

Acceptance vs. paper id for CVPR/ICCV. CVPR18 looks a lot more evenly distributed than last few cycles (could be due to reviewer fatigue / worse paper quality <—> later registrations / changes in policy that I don't know of).

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@abhshkdz

Abhishek Das

5 years

Depressing every time I realize there are more great books / podcasts than I'll ever have the time to read / listen to

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@abhshkdz

Abhishek Das

2 years

I'm at #NeurIPS2022 ! Happy to chat about @OpenCatalyst and FAIR. We're also looking for research interns and residents for 2023, so please get in touch if you're interested.

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@abhshkdz

Abhishek Das

6 years

New state-of-the-art on Visual Dialog! Multi-step attention architecture from Gan et al. / Microsoft. (Compares against published and unpublished work :)).

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@abhshkdz

Abhishek Das

6 years

Slides for our #acl2018 tutorial are now up on ! Tying together relevant ideas/works in a single coherent story took a fair bit of heavy-lifting. Was a fun exp. overall! We hope it was useful, and any feedback is very welcome :)

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@abhshkdz

Abhishek Das

8 years

Our paper on Visual Dialog () was accepted at #CVPR2017 (as spotlight)! Congratulations team!

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@abhshkdz

Abhishek Das

6 years

Announcing the 1st Visual Dialog Challenge! Build dialog agents to hold conversations in natural language about visual content. Winners to be announced at ECCV 2018! Brought to you by @SatwikKottur @deshrajdry @kdexd Stefan Lee @deviparikh @DhruvBatraDB

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@abhshkdz

Abhishek Das

3 years

Waves of Fidenza. #genuary #genuary2022 #generative #creativecoding #p5js

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@abhshkdz

Abhishek Das

3 years

California putting on a great show today

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@abhshkdz

Abhishek Das

5 years

Excited to announce the 3rd #NeurIPS2019 workshop on Visually-Grounded Interaction and Language (ViGIL)! We have an exciting lineup of speakers: — Linda Smith — Josh Tenenbaum — Jay McClelland — Lisa Anne Hendricks — Jesse Thomason (more to be added)

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@abhshkdz

Abhishek Das

3 years

Weekend trip to Lake Tahoe; beautiful as always

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@abhshkdz

Abhishek Das

5 years

* Visual Dialog challenge update * ~300 submissions from ~40 teams so far! ~One month to go! $10k in GCP credits to be won! Winners TBA at CVPR. Pytorch starter code now supports both generative & discriminative models:

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Moving towards AI agents that can hold dialogs with humans about visual content ---

visualdialog.org

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@abhshkdz

Abhishek Das

3 years

now has ~120+ verified offers! Huge thanks to Rora () for contributing ~75 of them (with permission) Those on the AI job market this year -- consider adding your data if you're comfortable. More data on this = lesser info asymmetry

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@abhshkdz

Abhishek Das

2 years

Did the Grand Canyon rim-to-rim this past weekend. ~24 miles total, -5k ft down, +6k ft up, 100+ temperatures. Probably the most physically challenging hike I’ve done, but gorgeous views all throughout!

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@abhshkdz

Abhishek Das

5 years

Spent the last week in Kerala with my family. 🌴🌅😃❤️

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@abhshkdz

Abhishek Das

7 years

Excited to be co-orgnizing the NIPS 2017 wrkshop on Visually-Grounded Interaction & Language! Submissions due Nov 3!

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@abhshkdz

Abhishek Das

7 years

Super excited for #CVPR17 ! Presenting my 1st CVPR paper: Visual Dialog, as a conference spotlight + an invited talk at the VQA workshop :)

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@abhshkdz

Abhishek Das

3 years

Still some rough edges, but developing this for @fx_hash_ #fxhash #generative #creativecoding #p5js

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@abhshkdz

Abhishek Das

6 years

Huge thanks to @deviparikh @DhruvBatraDB for being amazing mentors! 🍻 And thank you @ICatGT for the wonderful article 🙌🏽

@DhruvBatraDB

Dhruv Batra

6 years

Can confirm -- @abhshkdz is indeed pursuing some pretty cool research! #ProudAdvisorMoment @mlatgt @gtcomputing

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@abhshkdz

Abhishek Das

5 years

Attending #NeurIPS2019 till Friday! Come say hi if you want to discuss grounded language learning or climate change or how to survive a PhD or just want to go get some sushi :)

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@abhshkdz

Abhishek Das

7 years

ICLR18 Reproducibility Challenge Excellent opportunity to validate + accelerate research in ML!

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@abhshkdz

Abhishek Das

6 years

New architecture for embodied question answering: decomposing navigation into high-level, interpretable subgoal prediction and low-level control Presenting as a spotlight at #corl2018 . Work done with Georgia Gkioxari, @stefmlee , @deviparikh , @DhruvBatraDB

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@abhshkdz

Abhishek Das

7 years

(Nice surprise at the end of a 13hr long flight!) Thanks @Snap for the fellowship! 🙌🏼

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@abhshkdz

Abhishek Das

7 years

Happy to be presenting (along with @panderson_me and Qi Wu) a tutorial on language, vision and actions at ACL 2018!

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@abhshkdz

Abhishek Das

4 years

Excited to share a couple of updates on the Open Catalyst Project! We've updated our paper with DimeNet++ (Klicpera et al.) results: . This is now the best-performing model for ML-driven relaxations on this task (still far from practical use tho). (1/3)

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@abhshkdz

Abhishek Das

6 years

Earlier today, Facebook CTO Mike Schroepfer mentioned our work on Embodied Question Answering () at F8!

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@abhshkdz

Abhishek Das

7 months

EquiformerV2 was accepted at #ICLR2024 ! EquiformerV2 is the result of (Yi-Lun's) careful empirical analysis of how to incorporate efficient equivariant convolutions into transformers, resulting in an architecture that scales surprisingly well across atomic datasets.

@yilunliao

Yi-Lun Liao

7 months

🧵(1/7) Excited to share that our work, EquiformerV2, has been accepted to #ICLR2024 . EquiformerV2 is the state-of-the-art on large-scale atomistic benchmarks -- OC20, OC22, AdsorbML, and ODAC23. Joint work with @bwood_m , @abhshkdz from @OpenCatalyst and @tesssmidt Paper:

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@abhshkdz

Abhishek Das

3 years

Malika Favre in Fidenza. For today's prompt, "trade styles with a friend", I drew inspiration from a couple of artists whose works I love. @malikafavre 's Terrain Vague x @tylerxhobbs ' Fidenza. #genuary #genuary2022 #generative #creativecoding #p5js

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@abhshkdz

Abhishek Das

6 years

IIT Roorkee (my alma mater) tops this year's Google Summer of Code accepted candidates' list! Woot!

@harshasha256

Harsha Sharma

6 years

Pretty cool!! IIT Roorkee stands I with maximum no. of selections in gsoc.

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@abhshkdz

Abhishek Das

3 years

New #ICLR2022 paper on Graph Parallelism () — a distributed training method for GNNs with higher-order interactions (triplets / quadruplets) common in modeling atomic systems. Work led by @anuroopsriram as part of @OpenCatalyst .

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@abhshkdz

Abhishek Das

6 years

Just finished reading Elephant in the Brain by Simler and Hanson. By far one of the most (almost depressingly) influential books I've read in a while. Irrespective of whether you agree / disagree, like / hate what's said, helps build an accurate world model. Highly recommended.

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@abhshkdz

Abhishek Das

5 years

(~tiny) update: calendar now lists abstract deadlines as well. .ics: subscribe via google calendar:

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@abhshkdz

Abhishek Das

5 years

I'll be presenting "TarMAC: Targeted Multi-Agent Communication" today at #ICML2019 . Joint work with @theo_gervet , Josh, @DhruvBatraDB , @deviparikh , Mike, Joelle ( @mlatgt @facebookai ). Talk at 5pm in Hall B. Slides: Paper:

@abhshkdz

Abhishek Das

5 years

Accepted at #ICML2019 🎉

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@abhshkdz

Abhishek Das

7 years

Interesting results from this year's Stack Overflow >100k developer survey — TF is most loved, torch/pytorch 3rd (against React / Node / Django etc.) — More excited about possibilities than potential dangers of AI — Sufficiently concerned about AI biases

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@abhshkdz

Abhishek Das

6 years

In Montréal for a summer internship; first thought — feels good to be back in metric-system-land and not have do mental math to go from pixels to understanding :)

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@abhshkdz

Abhishek Das

3 years

10,000 circles, 2022 yet to be colored. #genuary #genuary2022 #generativeart

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@abhshkdz

Abhishek Das

5 years

Recently watched Joker and absolutely loved it. Dark, intense, thought-provoking. Flips the typical villain narrative on its head. Ferocious performance by Joaquin Phoenix 🙏🏽 Watch if you haven't already. Highly recommended.

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@abhshkdz

Abhishek Das

5 years

23 extra minutes of daily commute has the same effect on happiness as a ~19% reduction in income! :o (controlled for a lot of ~obvious response biases) From Stress That Doesn't Pay: The Commuting Paradox (Stutzer and Frey, 2004)

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@abhshkdz

Abhishek Das

4 years

This looks delightful :) On-the-fly in-browser 2D —> 3D photos.

@cyrildiagne

Cyril Diagne

4 years

Just pushed the code of a chrome extension that turns every Instagram posts into 3d images using #3DPhotoInpainting . No GPU needed thanks to @GoogleColab but a bit of patience to set it up ;-) Demo: @parrstudio 's amazing work Code: #AIUX #Interaction #ML

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@abhshkdz

Abhishek Das

7 years

😀🙌🎉🍾

@DhruvBatraDB

Dhruv Batra

7 years

Congrats to @ICatGT and @mlatgt PhD students @abhshkdz and Patsorn Sangkloy on being selected for 2018 @Adobe Fellowship. @abhshkdz 's second fellowship this year. Nice going :-).

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@abhshkdz

Abhishek Das

6 years

View of Sigiriya from Pidurangala

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@abhshkdz

Abhishek Das

8 years

Visual Dialog update — Releasing v0.5 dataset (reported in arxiv paper) and code for data collection chat interface

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Moving towards AI agents that can hold dialogs with humans about visual content ---

visualdialog.org

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@abhshkdz

Abhishek Das

3 years

Ran my first 10-miler yesterday (and didn’t die)!

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@abhshkdz

Abhishek Das

7 years

Acceptance vs. paper id for CVPR/ICCV. CVPR18 looks a lot more evenly distributed than last few cycles (could be due to reviewer fatigue / worse paper quality <—> later registrations / changes in policy that I don't know of).

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@abhshkdz

Abhishek Das

6 years

RescueTime log from #iclr2019 deadline day — ~18h of sublime text + localhost:8000 + iterm + omnigraffle + skim + overleaf :)

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@abhshkdz

Abhishek Das

6 years

(Super useful) ML reproducibility checklist put together by Joelle Pineau

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@abhshkdz

Abhishek Das

6 years

Join @panderson_me , Qi Wu and me for our @acl2018 tutorial on Connecting Language and Vision to Actions tomorrow! July 15, 9:30 AM — 12:30 PM, Room 218, MCEC. Peter made a cool viz showing some of the topics we'll be covering :)

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@abhshkdz

Abhishek Das

5 years

My #ICLR2020 peer review review: Kudos to the one (and only) high-quality reviewer out of six across two papers. (Also the only one that recommended rejection ¯\_(ツ)_/¯)

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@abhshkdz

Abhishek Das

6 years

The Visual Dialog Challenge was featured in this month's CV news Deadline in 2 weeks! Winners to be announced at ECCV 2018 in Munich!

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@abhshkdz

Abhishek Das

6 years

Cool paper from AI2 on meta learning for visual navigation Learns a self-supervised interaction loss function to quickly adapt in unseen environments

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Abhishek Das

2 years

Gorgeous colors in the Adirondacks this weekend🍁

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Abhishek Das

6 years

Pleasantly surprised to see google analytics after a while: ~3k users / week, ~11k / month. w00t!

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Abhishek Das

3 years

Plotted some of these alphabets today! #genuary #genuary2022

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Abhishek Das

3 years

Alien Alphabets. @chandy__r #genuary #genuary2022 #generative #creativecoding #p5js

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Abhishek Das

7 years

End of a [vision, language, action]-packed summer at FAIR! :)

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Abhishek Das

6 years

Labmates Nirbhay and Viraj released a very nice-looking, clean pytorch implementation of our ICCV17 paper on Cooperative Visual Dialog Agents

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GitHub - batra-mlp-lab/visdial-rl: PyTorch code for Learning Cooperative Visual Dialog Agents using...

PyTorch code for Learning Cooperative Visual Dialog Agents using Deep Reinforcement Learning - batra-mlp-lab/visdial-rl

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Abhishek Das

3 years

Roommates introduced me to Gaia Project this weekend, and we ended up playing a marathon 7-hour game! Way too many rules to keep track of, but amazing game design and space colonization theme; it’s now overtaken Terraforming Mars as my new favorite :)

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Abhishek Das

7 years

Very cool! Write-up: Code:

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Richard Socher

7 years

State of the art, single model, visual question answering. Amazing performance! #cs224n

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Abhishek Das

7 years

Wrote a short @mlatgt blog post on EmbodiedQA

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Abhishek Das

3 years

Glitchy gradients. Made with a lot of input from @chandy__r . And learnt about shaders today! #genuary #genuary2022 #generative #creativecoding #p5js

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Abhishek Das

5 years

🐶🌤️

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Abhishek Das

7 years

🙃

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Abhishek Das

4 years

😍

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Abhishek Das

2 years

It’s nice to be back to #CVPR2022 :)

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Abhishek Das

6 years

Video of my CVPR 2018 talk on Embodied Question Answering is now available; 1:29:14 onwards:

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CVPR18: Opening Remarks / Awards and Session 1-1A: Object Recognition...

0830–0850 Opening Remarks & Paper Awards (Ballroom)0850-0940 Special Session: Workshop Competitions (Ballroom)0850 Introduction, Ramin Zabih0855 The Role of ...

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