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
Small-GAN: Speeding Up GAN Training Using Core-sets
S Sinha, H Zhang, A Goyal, Y Bengio, H Larochelle, A Odena
ICML 2020, 2019
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
DIBS: Diversity inducing Information Bottleneck in Model Ensembles
S Sinha, H Bharadhwaj, A Goyal, H Larochelle, A Garg, F Shkurti
AAAI 2021, 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
Advances in Neural Information Processing Systems 33, 2020
D2RL: Deep Dense Architectures in Reinforcement Learning
S Sinha, H Bharadhwaj, A Srinivas, A Garg
arXiv preprint arXiv:2010.09163, 2020
Experience Replay with Likelihood-free Importance Weights
S Sinha, J Song, A Garg, S Ermon
arXiv preprint arXiv:2006.13169, 2020
Curriculum By Smoothing
S Sinha, A Garg, H Larochelle
NeurIPS 2020, 2020
ImCLR: Implicit Contrastive Learning for Image Classification
J Chen, S Sinha, A Kyrillidis
arXiv preprint arXiv:2011.12618, 2020
Consistency Regularization for Variational Auto-Encoders
S Sinha, AB Dieng
arXiv preprint arXiv:2105.14859, 2021
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning
S Sinha, A Garg
arXiv preprint arXiv:2103.06326, 2021
Learning by Watching: Physical Imitation of Manipulation Skills from Human Videos
H Xiong, Q Li, YC Chen, H Bharadhwaj, S Sinha, A Garg
arXiv preprint arXiv:2101.07241, 2021
Uniform Priors for Data-Efficient Transfer
S Sinha, K Roth, A Goyal, M Ghassemi, H Larochelle, A Garg
arXiv preprint arXiv:2006.16524, 2020
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