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Robust fine-tuning of zero-shot models


Sep 04, 2021
Mitchell Wortsman, Gabriel Ilharco, Mike Li, Jong Wook Kim, Hannaneh Hajishirzi, Ali Farhadi, Hongseok Namkoong, Ludwig Schmidt


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LanguageRefer: Spatial-Language Model for 3D Visual Grounding


Jul 22, 2021
Junha Roh, Karthik Desingh, Ali Farhadi, Dieter Fox

* 11 pages, 3 figures 

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MERLOT: Multimodal Neural Script Knowledge Models


Jun 10, 2021
Rowan Zellers, Ximing Lu, Jack Hessel, Youngjae Yu, Jae Sung Park, Jize Cao, Ali Farhadi, Yejin Choi

* project page at https://rowanzellers.com/merlot 

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LLC: Accurate, Multi-purpose Learnt Low-dimensional Binary Codes


Jun 02, 2021
Aditya Kusupati, Matthew Wallingford, Vivek Ramanujan, Raghav Somani, Jae Sung Park, Krishna Pillutla, Prateek Jain, Sham Kakade, Ali Farhadi

* 18 pages, 6 figures 

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PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World


Jun 01, 2021
Rowan Zellers, Ari Holtzman, Matthew Peters, Roozbeh Mottaghi, Aniruddha Kembhavi, Ali Farhadi, Yejin Choi

* ACL 2021 camera ready, project page at https://rowanzellers.com/piglet/ 

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Pushing it out of the Way: Interactive Visual Navigation


May 02, 2021
Kuo-Hao Zeng, Luca Weihs, Ali Farhadi, Roozbeh Mottaghi

* 14 pages, 13 figures, CVPR 2021, https://prior.allenai.org/projects/interactive-visual-navigation, https://youtu.be/GvTI5XCMvPw 

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Learning Neural Network Subspaces


Feb 20, 2021
Mitchell Wortsman, Maxwell Horton, Carlos Guestrin, Ali Farhadi, Mohammad Rastegari


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Layer-Wise Data-Free CNN Compression


Nov 18, 2020
Maxwell Horton, Yanzi Jin, Ali Farhadi, Mohammad Rastegari


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What Can You Learn from Your Muscles? Learning Visual Representation from Human Interactions


Oct 16, 2020
Kiana Ehsani, Daniel Gordon, Thomas Nguyen, Roozbeh Mottaghi, Ali Farhadi


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A Cordial Sync: Going Beyond Marginal Policies for Multi-Agent Embodied Tasks


Jul 09, 2020
Unnat Jain, Luca Weihs, Eric Kolve, Ali Farhadi, Svetlana Lazebnik, Aniruddha Kembhavi, Alexander Schwing

* Accepted to ECCV 2020 (spotlight); Project page: https://unnat.github.io/cordial-sync 

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In the Wild: From ML Models to Pragmatic ML Systems


Jul 06, 2020
Matthew Wallingford, Aditya Kusupati, Keivan Alizadeh-Vahid, Aaron Walsman, Aniruddha Kembhavi, Ali Farhadi

* 16 pages, 6 figures, Code is available at https://github.com/RAIVNLab/InTheWild 

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Supermasks in Superposition


Jun 30, 2020
Mitchell Wortsman, Vivek Ramanujan, Rosanne Liu, Aniruddha Kembhavi, Mohammad Rastegari, Jason Yosinski, Ali Farhadi


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Probing Text Models for Common Ground with Visual Representations


May 01, 2020
Gabriel Ilharco, Rowan Zellers, Ali Farhadi, Hannaneh Hajishirzi


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Visual Commonsense Graphs: Reasoning about the Dynamic Context of a Still Image


Apr 22, 2020
Jae Sung Park, Chandra Bhagavatula, Roozbeh Mottaghi, Ali Farhadi, Yejin Choi

* Project Website: http://visualcomet.xyz/ 

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RoboTHOR: An Open Simulation-to-Real Embodied AI Platform


Apr 14, 2020
Matt Deitke, Winson Han, Alvaro Herrasti, Aniruddha Kembhavi, Eric Kolve, Roozbeh Mottaghi, Jordi Salvador, Dustin Schwenk, Eli VanderBilt, Matthew Wallingford, Luca Weihs, Mark Yatskar, Ali Farhadi

* CVPR 2020 

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Evaluating Machines by their Real-World Language Use


Apr 07, 2020
Rowan Zellers, Ari Holtzman, Elizabeth Clark, Lianhui Qin, Ali Farhadi, Yejin Choi

* Project page at https://rowanzellers.com/advice 

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Grounded Situation Recognition


Mar 26, 2020
Sarah Pratt, Mark Yatskar, Luca Weihs, Ali Farhadi, Aniruddha Kembhavi


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Use the Force, Luke! Learning to Predict Physical Forces by Simulating Effects


Mar 26, 2020
Kiana Ehsani, Shubham Tulsiani, Saurabh Gupta, Ali Farhadi, Abhinav Gupta

* CVPR 2020 -- (Oral presentation) 

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Watching the World Go By: Representation Learning from Unlabeled Videos


Mar 18, 2020
Daniel Gordon, Kiana Ehsani, Dieter Fox, Ali Farhadi


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Soft Threshold Weight Reparameterization for Learnable Sparsity


Mar 11, 2020
Aditya Kusupati, Vivek Ramanujan, Raghav Somani, Mitchell Wortsman, Prateek Jain, Sham Kakade, Ali Farhadi

* 17 pages, 9 figures 

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Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping


Feb 15, 2020
Jesse Dodge, Gabriel Ilharco, Roy Schwartz, Ali Farhadi, Hannaneh Hajishirzi, Noah Smith


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Artificial Agents Learn Flexible Visual Representations by Playing a Hiding Game


Dec 18, 2019
Luca Weihs, Aniruddha Kembhavi, Winson Han, Alvaro Herrasti, Eric Kolve, Dustin Schwenk, Roozbeh Mottaghi, Ali Farhadi

* Minor author affiliation update 

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Visual Reaction: Learning to Play Catch with Your Drone


Dec 04, 2019
Kuo-Hao Zeng, Roozbeh Mottaghi, Luca Weihs, Ali Farhadi

* 8 pages, 6 figures 

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