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Excited to share our blog summarizing some of our recent work understanding the boundaries of the lottery ticket hypothesis! Do lottery tickets generalize across datasets? Is the phenomenon present in RL and NLP? Can we begin to explain it theoretically?https://ai.facebook.com/blog/understanding-the-generalization-of-lottery-tickets-in-neural-networks/ …
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Ari Morcos proslijedio/la je Tweet
Hot take: Mathiness [1] is like an adversarial patch [2] for ML conference reviewers: Mathiness causes a reviewer to classify the paper as "accept" regardless of whether the math is useful/valid and the paper is any good. [3] Fig. 6 has some empirical evidence of this. (refs
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Ari Morcos proslijedio/la je Tweet
Nice coverage of work led by
@gtcomputing PhD student@erikwijmans in@TechCrunch. Decentralized Distributed PPO (https://arxiv.org/abs/1911.00357 ) appearing at ICLR '20. Joint work w/@abhisk_kadian@arimorcos@stefmlee@irrfaan@deviparikh@ManolisSavva https://twitter.com/TechCrunch/status/1219666456025149440 …pic.twitter.com/37deo8yarv
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Ari Morcos proslijedio/la je Tweet
Idle reminder that ‘I don’t know’, ‘I don’t have an opinion’ or ‘that’s not my field’ are all perfectly good answers
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Ari Morcos proslijedio/la je Tweet
Some people in ML share the illusion that models expressed symbolically will necessarily/magically generalise better compared to, for example, parametric model families fit on the same data. This belief seems to come from a naive understanding of mathematics 1/5
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Ari Morcos proslijedio/la je Tweet
Ever wondered what happens when you freeze all the weights in a neural network and only train batch normalization? Me too! Turns out you can get 80%+ accuracy on CIFAR-10 by doing so. Check out our poster and oral in the SEDL workshop in West 121. With David Schwab and
@arimorcospic.twitter.com/wdMuwMMiQu
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Ari Morcos proslijedio/la je Tweet
It is commonly said that models like BERT or GPT-2 don't really 'understand', but what does it actually mean to understand language? We try to answer this via a roadmap for human-like understanding of language in machines. https://arxiv.org/abs/1912.05877
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Ari Morcos proslijedio/la je Tweet
Eight awards/gifts of $75K each from Facebook for academic research groups interested in on-device AI. RFP below. https://research.fb.com/programs/research-awards/proposals/towards-on-device-ai-request-for-proposals/ …https://research.fb.com/programs/research-awards/proposals/towards-on-device-ai-request-for-proposals/ …
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Do lottery ticket initializations generalize, or are they overfit to the precise conditions used to generate them? If you're at
#NeurIPS2019, come see our poster #170 happening right now! Paper: https://arxiv.org/abs/1906.02773 Blog: https://ai.facebook.com/blog/understanding-the-generalization-of-lottery-tickets-in-neural-networks …pic.twitter.com/s9u8Rhho2w
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Ari Morcos proslijedio/la je Tweet
We’re presenting our paper on understanding the generalization of the “lottery ticket” phenomenon at
#Neurips2019. Read about it here: https://ai.facebook.com/blog/understanding-the-generalization-of-lottery-tickets-in-neural-networks/ …. Visit our poster today at 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #170.pic.twitter.com/heXrL8Udu0Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Ari Morcos proslijedio/la je Tweet
Presenting "A Benchmark for Interpretability Methods in Deep Neural Networks" at poster #159 tomorrow (Dec 10th). Poster > http://shorturl.at/bkCPT Slides > http://shorturl.at/bvyY9 Code > http://shorturl.at/jIVX2 Paper > http://shorturl.at/fAO69 See you there! :)pic.twitter.com/vV48rdF3XR
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Andrew is an awesome scientist, and I'm sure he'll be a thoughtful and supportive mentor. If you're looking for opportunities in DL theory/understanding/neuro, this is a great opportunity!https://twitter.com/SaxeLab/status/1203972861465124865 …
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Ari Morcos proslijedio/la je Tweet
Excited to present our work on Unsupervised Learning of Object Dynamics from Videos at
#NeurIPS2019. Stop by East Exhibition Hall B + C poster 149 Tue 10:45am! https://arxiv.org/abs/1906.07889 with Chen Sun,@RubenEVillegas,@forrestercole, Kevin Murphy,@honglaklee@GoogleAIHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Ari Morcos proslijedio/la je Tweet
Facebook AI is getting ready to welcome all of you at
#NeurIPS2019! Swing by booth 509 to learn more about cutting-edge research we’re presenting this year. Read more:https://ai.facebook.com/blog/-facebook-at-neurips-2019/ …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Ari Morcos proslijedio/la je Tweet
How does transfer learning for medical imaging affect performance, representations and convergence? Check out the blogpost below and our
#NeurIPS2019 paper https://arxiv.org/abs/1902.07208 for some of the surprising conclusions, new approaches and open questions!https://twitter.com/GoogleAI/status/1203026419883732992 …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Excited to be in Vancouver next week for
#NeurIPS2019! Reach out if you want to chat!Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Ari Morcos proslijedio/la je Tweet
To advance research on AI that can understand others’ points of view and collaborate effectively, Facebook AI has developed a bot that sets a new state of the art in Hanabi, a card game in which all players work together. https://ai.facebook.com/blog/building-ai-that-can-master-complex-cooperative-games-with-hidden-information/ …pic.twitter.com/SOG3Vbfa3u
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And a link to their code:https://github.com/varungohil/Generalizing-Lottery-Tickets …
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Great to see that our recent
#NeurIPS2019 paper on generalizing lottery tickets (http://papers.nips.cc/paper/8739-one-ticket-to-win-them-all-generalizing-lottery-ticket-initializations-across-datasets-and-optimizers …) has been reproduced as part of the NeurIPS reproducibility challenge by@Deepak120199,@VarunGohil9, and Atishay Jain! Report: https://sdeepaknarayanan.github.io/publications/NeurIPS_Repro_Challenge_Report.pdf …Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Ari Morcos proslijedio/la je Tweet
GM is the root cause of the purported war between connectionists and symbolists He created it to make himself relevant. But it does not actually exist. Clamoring that DL should be hybridized with symbol manipulation is useless. Showing how to do it would be useful.https://twitter.com/GaryMarcus/status/1200798551132889090 …
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Ari Morcos proslijedio/la je Tweet
Find a back door solution? I thought that's what they have to *stop* doing
https://twitter.com/pmddomingos/status/1200196461876482049 …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi
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