🧑‍🔬 Soumith Chintala — all works

42 works · ← Soumith Chintala

1. Automatic differentiation in PyTorch ↗no summary yetAdam Paszke et al.2017 · 10,764 citations
2. Unsupervised Representation Learning with Deep Convolutional Generative Adversarial NetworksarXiv:1511.06434Alec Radford, Luke Metz, Soumith Chintala2015 · 6,654 citations
3. Wasserstein Generative Adversarial Networks ↗International Conference on Machine Learning · no summary yetMartín Arjovsky, Soumith Chintala, Léon Bottou2017 · 4,773 citations
4. Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks ↗arXiv (Cornell University) · no summary yetEmily Denton et al.2015 · 1,626 citations
5. Pedestrian Detection with Unsupervised Multi-stage Feature Learning ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetPierre Sermanet et al.2013 · 759 citations
6. Wasserstein GAN ↗arXiv (Cornell University) · no summary yetMartín Arjovsky, Soumith Chintala, Léon Bottou2017 · 716 citations
7. Applied Machine Learning at Facebook: A Datacenter Infrastructure Perspective ↗Proceedings - International Symposium on High-Performance Computer Architecture/Proceedings · no summary yetKim Hazelwood et al.2018 · 623 citations
8. Semantic Segmentation using Adversarial Networks ↗arXiv (Cornell University) · no summary yetPauline Luc et al.2016 · 555 citations
9. PyTorch distributed ↗Proceedings of the VLDB Endowment · no summary yetLi Shen et al.2020 · 502 citations
10. PyTorch Distributed: Experiences on Accelerating Data Parallel TrainingarXiv:2006.15704Shen Li, Yanli Zhao, Rohan Varma, et al.2020 · 348 citations
11. Convolutional Neural Networks Applied to House Numbers Digit Classification ↗arXiv (Cornell University) · no summary yetPierre Sermanet, Soumith Chintala, Yann LeCun2012 · 337 citations
12. Fast Convolutional Nets With fbfft: A GPU Performance Evaluation ↗arXiv (Cornell University) · no summary yetNicolas Vasilache et al.2014 · 271 citations
13. A MultiPath Network for Object Detection ↗British Machine Vision Conference (BMVC) · no summary yetSergey Zagoruyko et al.2016 · 240 citations
14. Discovering Causal Signals in Images ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetDavid López-Paz et al.2017 · 211 citations
15. Navigating to objects in the real world ↗Science Robotics · no summary yetThéophile Gervet et al.2023 · 136 citations
16. Generalized Inner Loop Meta-Learning ↗arXiv (Cornell University) · no summary yetEdward Grefenstette et al.2019 · 101 citations
17. Episodic Exploration for Deep Deterministic Policies: An Application to StarCraft Micromanagement Tasks ↗arXiv (Cornell University) · no summary yetNicolas Usunier et al.2016 · 96 citations
18. CLIP-Fields: Weakly Supervised Semantic Fields for Robotic Memory ↗arXiv:2210.05663 · no summary yetNur Muhammad Mahi Shafiullah et al.2023 · 93 citations
19. A Mathematical Motivation for Complex-Valued Convolutional Networks ↗Neural Computation · no summary yetMark Tygert et al.2016 · 87 citations
20. TorchCraft: a Library for Machine Learning Research on Real-Time Strategy Games ↗arXiv (Cornell University) · no summary yetGabriel Synnaeve et al.2016 · 83 citations
21. Transformation-Based Models of Video Sequences ↗arXiv (Cornell University) · no summary yetJoost van Amersfoort et al.2017 · 60 citations
22. Holo-Dex: Teaching Dexterity with Immersive Mixed Reality ↗Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yetSridhar Pandian Arunachalam et al.2023 · 52 citations
23. MazeBase: A Sandbox for Learning from Games ↗arXiv (Cornell University) · no summary yetSainbayar Sukhbaatar et al.2015 · 49 citations
24. TorchAudio: Building Blocks for Audio and Speech Processing ↗arXiv:2110.15018 · no summary yetYao-Yuan Yang et al.2021 · 34 citations
25. See to Touch: Learning Tactile Dexterity through Visual Incentives ↗Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yetIrmak Guzey et al.2024 · 27 citations
26. On Bringing Robots Home ↗arXiv (Cornell University) · no summary yetNur Muhammad Mahi Shafiullah et al.2023 · 21 citations
27. Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Play ↗arXiv (Cornell University) · no summary yetIrmak Guzey et al.2023 · 14 citations
28. Robot Utility Models: General Policies for Zero-Shot Deployment in New Environments ↗Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yetHaritheja Etukuru et al.2025 · 12 citations
29. Scale-invariant learning and convolutional networks ↗Applied and Computational Harmonic Analysis · no summary yetSoumith Chintala et al.2016 · 10 citations
30. An overview of deep learning frameworks and an introduction to PyTorch ↗no summary yetSoumith Chintala2017 · 9 citations
31. OPEN TEACH: A Versatile Teleoperation System for Robotic Manipulation ↗arXiv (Cornell University) · no summary yetAadhithya Iyer et al.2024 · 8 citations
32. Episodic Exploration for Deep Deterministic Policies for StarCraft Micromanagement ↗International Conference on Learning Representations · no summary yetNicolas Usunier et al.2017 · 8 citations
33. Training Language Models Using Target-Propagation ↗arXiv (Cornell University) · no summary yetSam Wiseman et al.2017 · 8 citations
34. Dynamem: Online Dynamic Spatio-Semantic Memory for Open World Mobile Manipulation ↗Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yetPeiqi Liu et al.2025 · 7 citations
35. Frame based Intelligent Tutoring System with weighted attributes and adaptive hypermedia ↗International Journal of Electronic Business · no summary yetAditya Chopra et al.2010 · 5 citations
36. ExecuTorch — A Unified PyTorch Solution to Run AI Models On-Device ↗arXiv (Cornell University) · no summary yetMergen Nachin et al.2026 · 4 citations
37. A theoretical argument for complex-valued convolutional networks ↗arXiv (Cornell University) · no summary yetJoan Bruna et al.2015 · 3 citations
38. Contact-Anchored Policies: Contact Conditioning Creates Strong Robot Utility Models ↗arXiv:2602.09017 · no summary yetZichen Jeff Cui et al.2026 · 1 citation
39. droidlet: modular, heterogenous, multi-modal agents ↗Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yetAnurag Pratik et al.2021 · 1 citation
40. YOR: Your Own Mobile Manipulator for Generalizable Robotics ↗arXiv (Cornell University) · no summary yetManan Anjaria et al.2026
41. Automatic Differentiation and Deep Learning ↗CERN Document Server (European Organization for Nuclear Research) · no summary yetSoumith Chintala2018
42. Sentiment Analysis using neural architectures ↗no summary yetSoumith Chintala2016

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