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Revisiting Contrastive Learning for Few-Shot Classification


Jan 26, 2021
Orchid Majumder, Avinash Ravichandran, Subhransu Maji, Marzia Polito, Rahul Bhotika, Stefano Soatto


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Estimating informativeness of samples with Smooth Unique Information


Jan 17, 2021
Hrayr Harutyunyan, Alessandro Achille, Giovanni Paolini, Orchid Majumder, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto

* ICLR 2021, 22 pages 

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Incremental Learning for Metric-Based Meta-Learners


Feb 11, 2020
Qing Liu, Orchid Majumder, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto


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FineText: Text Classification via Attention-based Language Model Fine-tuning


Oct 25, 2019
Yunzhe Tao, Saurabh Gupta, Satyapriya Krishna, Xiong Zhou, Orchid Majumder, Vineet Khare


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Scheduling the Learning Rate via Hypergradients: New Insights and a New Algorithm


Oct 18, 2019
Michele Donini, Luca Franceschi, Massimiliano Pontil, Orchid Majumder, Paolo Frasconi

* Code available at https://github.com/awslabs/adatune 

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$d$-SNE: Domain Adaptation using Stochastic Neighborhood Embedding


May 29, 2019
Xiang Xu, Xiong Zhou, Ragav Venkatesan, Gurumurthy Swaminathan, Orchid Majumder

* Accepted as Oral at CVPR 2019 

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