Samarth Sinha
Samarth Sinha
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Generalized Zero-and Few-Shot Learning via Aligned Variational Autoencoders
E Schönfeld, S Ebrahimi, S Sinha, T Darrell, Z Akata
CVPR 2019, 2018
Variational Adversarial Active Learning
S Sinha, S Ebrahimi, T Darrell
ICCV 2019, 2019
Revisiting training strategies and generalization performance in deep metric learning
K Roth, T Milbich, S Sinha, P Gupta, B Ommer, JP Cohen
ICML 2020, 2020
DiVA: Diverse Visual Feature Aggregation forDeep Metric Learning
T Milbich, K Roth, H Bharadhwaj, S Sinha, Y Bengio, B Ommer, JP Cohen
ECCV 2020, 2020
Top-k Training of GANs: Improving GAN Performance by Throwing Away Bad Samples
S Sinha, Z Zhao, AG ALIAS PARTH GOYAL, CA Raffel, A Odena
NeurIPS 2020 33, 2020
Small-GAN: Speeding Up GAN Training Using Core-sets
S Sinha, H Zhang, A Goyal, Y Bengio, H Larochelle, A Odena
ICML 2020, 2019
Curriculum By Smoothing
S Sinha, A Garg, H Larochelle
NeurIPS 2020, 2020
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning
S Sinha, A Garg
CoRL 2021, 2021
DIBS: Diversity inducing Information Bottleneck in Model Ensembles
S Sinha, H Bharadhwaj, A Goyal, H Larochelle, A Garg, F Shkurti
AAAI 2021, 2020
D2rl: Deep dense architectures in reinforcement learning
S Sinha, H Bharadhwaj, A Srinivas, A Garg
NeurIPS 2020 DRL Workshop, 2020
Consistency Regularization for Variational Auto-Encoders
S Sinha, AB Dieng
NeurIPS 2021, 2021
Experience replay with likelihood-free importance weights
S Sinha, J Song, A Garg, S Ermon
Learning for Dynamics and Control Conference, 110-123, 2022
Characterizing Generalization under Out-Of-Distribution Shifts in Deep Metric Learning
T Milbich, K Roth, S Sinha, L Schmidt, M Ghassemi, B Ommer
NeurIPS 2021, 2021
Learning by Watching: Physical Imitation of Manipulation Skills from Human Videos
H Xiong, Q Li, YC Chen, H Bharadhwaj, S Sinha, A Garg
IROS 2021, 2021
StackMix: A complementary Mix algorithm
J Chen, S Sinha, A Kyrillidis
Uncertainty in Artificial Intelligence, 326-335, 2022
Uniform Priors for Data-Efficient Learning
S Sinha, K Roth, A Goyal, M Ghassemi, Z Akata, H Larochelle, A Garg
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
KeyTr: Keypoint Transporter for 3D Reconstruction of Deformable Objects in Videos
D Novotny, I Rocco, S Sinha, A Carlier, G Kerchenbaum, R Shapovalov, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics
M Weissenbacher, S Sinha, A Garg, K Yoshinobu
International Conference on Machine Learning, 23645-23667, 2022
TeST: Test-time Self-Training under Distribution Shift
S Sinha, P Gehler, F Locatello, B Schiele
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