#NeurIPS2022, the longest machine learning conference ever pic.twitter.com/ku7PVdclw7
— Gautam Kamath (@thegautamkamath) 10 décembre 2022
#NeurIPS2022, the longest machine learning conference ever
RESEARCH
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NeurIPS 2022 Becomes Longest Machine Learning Conference
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Essential innovations beyond scaling in modern machine learning
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Anyone who claims that the successes of modern machine learning are just due to scaling up needs to explain away each of these essential pieces:
– Adam
– Batch norm
– Resnets
– Contextual embeddings
– Transformers -
Backpropagation: Simple Optimization from Psychological Perspective
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It's remarkable both that backprop is just a simple optimization scheme and that it took a psychologist to come up with it.
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CICERO Learns Optimal Moves Using Reinforcement Learning
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Meta AI’s @anton_bakhtin discusses how he and his team used Reinforcement Learning to teach CICERO the best moves for the millions of possible actions that could be made on any given board state. pic.twitter.com/W8SJKDz6Vf
— AI at Meta (@AIatMeta) 10 décembre 2022Meta AI’s @anton_bakhtin discusses how he and his team used Reinforcement Learning to teach CICERO the best moves for the millions of possible actions that could be made on any given board state.
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Synthetic Data Innovation for Robust Financial Models
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New ways of generating synthetic data to develop robust financial models is just one way that Mohit Jain at @BNYMellonWealth is driving data science innovation. Learn tips from him and 9 others in our new ebook! https://
domino.buzz/3gZiVwn -
Meta AI Reveals CICERO Components: Game Planning, Dialogue, Filtering
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Meta AI’s @ml_perception reveals what was used to build CICERO: Theoretical game planning component Dialogue model Component filtering out any dialogue mistakes before messages are sent to players
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TMLR explores pathway to major machine learning conferences
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No concrete plans, but I'd like for there to be a path from TMLR to ML conferences. I suspect that, for TMLR, we'll experiment with this for smaller conferences first.
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Meta AI Thanks Community for NeurIPS 2022 Participation
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From our team to the entire community, thank you to everyone who joined us for demos, presentations and exciting conversations about the work happening in this space at #NeurIPS2022!
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Master’s Thesis Defense on Efficient Private Estimation
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Congrats to @mahbodm_ on defending his Master's thesis on efficient private estimation. Papers include https://
arxiv.org/abs/2111.12981 and another one appearing online Sunday. @TheSalonML group pic to commemorate, featuring me, him, Alex Bie, Sabrina Mokhtari, @sarakodeiri
, @argymouz