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Treeformer: Dense Gradient Trees for Efficient Attention Computation


Aug 18, 2022
Lovish Madaan, Srinadh Bhojanapalli, Himanshu Jain, Prateek Jain

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* Preprint. Under Review 

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Teacher Guided Training: An Efficient Framework for Knowledge Transfer


Aug 14, 2022
Manzil Zaheer, Ankit Singh Rawat, Seungyeon Kim, Chong You, Himanshu Jain, Andreas Veit, Rob Fergus, Sanjiv Kumar

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DeepXML: A Deep Extreme Multi-Label Learning Framework Applied to Short Text Documents


Nov 12, 2021
Kunal Dahiya, Deepak Saini, Anshul Mittal, Ankush Shaw, Kushal Dave, Akshay Soni, Himanshu Jain, Sumeet Agarwal, Manik Varma

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* Web Search and Data Mining 2021 

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Leveraging redundancy in attention with Reuse Transformers


Oct 13, 2021
Srinadh Bhojanapalli, Ayan Chakrabarti, Andreas Veit, Michal Lukasik, Himanshu Jain, Frederick Liu, Yin-Wen Chang, Sanjiv Kumar

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Eigen Analysis of Self-Attention and its Reconstruction from Partial Computation


Jun 16, 2021
Srinadh Bhojanapalli, Ayan Chakrabarti, Himanshu Jain, Sanjiv Kumar, Michal Lukasik, Andreas Veit

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* 14 pages 

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Semantic Label Smoothing for Sequence to Sequence Problems


Oct 15, 2020
Michal Lukasik, Himanshu Jain, Aditya Krishna Menon, Seungyeon Kim, Srinadh Bhojanapalli, Felix Yu, Sanjiv Kumar

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Adversarial robustness via robust low rank representations


Aug 01, 2020
Pranjal Awasthi, Himanshu Jain, Ankit Singh Rawat, Aravindan Vijayaraghavan

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* fixed a bug in the proof of Proposition B.2 

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Long-tail learning via logit adjustment


Jul 14, 2020
Aditya Krishna Menon, Sadeep Jayasumana, Ankit Singh Rawat, Himanshu Jain, Andreas Veit, Sanjiv Kumar

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A Sequential Thinning Algorithm For Multi-Dimensional Binary Patterns


Nov 16, 2017
Himanshu Jain, Archana Praveen Kumar

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