Causal Induction from Visual Observations for Goal Directed Tasks

Silvio Savarese , Li Fei-Fei , Yuke Zhu , Suraj Nair
arXiv: Learning

45
2019
RoboNet: Large-Scale Multi-Robot Learning.

Chelsea Finn , Sergey Levine , Suraj Nair , Frederik Ebert
arXiv: Robotics

143
2019
Goal-Aware Prediction: Learning to Model What Matters

Silvio Savarese , Chelsea Finn , Suraj Nair
international conference on machine learning 1 7207 -7219

43
2020
Model-Based Visual Planning with Self-Supervised Functional Distances

Chelsea Finn , Sergey Levine , Suraj Nair , Frederik Ebert
international conference on learning representations

31
2021
Greedy Hierarchical Variational Autoencoders for Large-Scale Video Prediction.

Li Fei-Fei , Roberto Martín-Martín , Chelsea Finn , Suraj Nair
arXiv: Computer Vision and Pattern Recognition

63
2021
Batch Exploration With Examples for Scalable Robotic Reinforcement Learning

Chelsea Finn , Suraj Nair , HyunJi Nam , Annie S. Chen
international conference on robotics and automation 6 ( 3) 4401 -4408

13
2021
Recovery RL: Safe Reinforcement Learning With Learned Recovery Zones

Chelsea Finn , Ken Goldberg , Joseph E. Gonzalez , Julian Ibarz
international conference on robotics and automation 6 4915 -4922

106
2021
Learning Generalizable Robotic Reward Functions from "In-The-Wild" Human Videos.

Chelsea Finn , Suraj Nair , Annie S. Chen
arXiv: Robotics

34
2021
Reliable Real-Time Seismic Signal/Noise Discrimination With Machine Learning

Men‐Andrin Meier , Zachary E. Ross , Anshul Ramachandran , Ashwin Balakrishna
Journal of Geophysical Research 124 ( 1) 788 -800

82
2019
Neural Task Graphs: Generalizing to Unseen Tasks From a Single Video Demonstration

De-An Huang , Suraj Nair , Danfei Xu , Yuke Zhu
2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 8565 -8574

113
2019
Neural Task Programming: Learning to Generalize Across Hierarchical Tasks

Danfei Xu , Suraj Nair , Yuke Zhu , Julian Gao
2018 IEEE International Conference on Robotics and Automation (ICRA) 3795 -3802

178
2018
Annotated reconstruction of 3D spaces using drones

Suraj Nair , Anshul Ramachandran , Peter Kundzicz
2017 IEEE MIT Undergraduate Research Technology Conference (URTC)

2017
TRASS: Time Reversal as Self-Supervision

Suraj Nair , Mohammad Babaeizadeh , Chelsea Finn , Sergey Levine
2020 IEEE International Conference on Robotics and Automation (ICRA) 115 -121

20
2020
On the opportunities and risks of foundation models

Rishi Bommasani , Drew A Hudson , Ehsan Adeli , Russ Altman
arXiv preprint arXiv:2108.07258

726
2021
Learning language-conditioned robot behavior from offline data and crowd-sourced annotation

Suraj Nair , Eric Mitchell , Kevin Chen , Brian Ichter
Smpte Journal 1303 -1315

31
2022
Example-driven model-based reinforcement learning for solving long-horizon visuomotor tasks

Bohan Wu , Suraj Nair , Li Fei-Fei , Chelsea Finn
arXiv preprint arXiv:2109.10312

12
2021
R3m: A universal visual representation for robot manipulation

Suraj Nair , Aravind Rajeswaran , Vikash Kumar , Chelsea Finn
arXiv preprint arXiv:2203.12601

52
2022
Fitvid: Overfitting in pixel-level video prediction

Mohammad Babaeizadeh , Mohammad Taghi Saffar , Suraj Nair , Sergey Levine
arXiv preprint arXiv:2106.13195

28
2021
Mesa: Offline meta-rl for safe adaptation and fault tolerance

Michael Luo , Ashwin Balakrishna , Brijen Thananjeyan , Suraj Nair
arXiv preprint arXiv:2112.03575

2
2021