Publications

2021

  1. SOLAR : Sparse Orthogonal Learned and Random Embeddings pdf poster
    Tharun Medini, Beidi Chen and Anshumali Shrivastava.
    International Conference on Learning Representations (ICLR) 2021.

  2. A Tale of Two Efficient and Informative Negative Sampling Distributions
    Shabnam Daghaghi, Tharun Medini, Beidi Chen, Mengnan Zhao, Nicholas Meisburger and Anshumali Shrivastava.
    ICML (Oral/Long Talk) International Conference on Machine Learning 2021.

  3. Fast Processing and Querying of 170TB of Genomics Data via a Repeated And Merged BloOm Filter (RAMBO) pdf
    Gaurav Gupta, Minghao Yan, Benjamin Coleman, Bryce Kille, R.A.Leo Elworth, Tharun Medini, Todd Treangen and Anshumali Shrivastava.
    SIGMOD International Conference on Management of Data 2021.

  4. SDM-Net: A Simple and Effective Model for Generalized Zero-Shot Learning
    Shabnam Daghaghi, Tharun Medini and Anshumali Shrivastava.
    UAI Uncertainty in Artificial Intelligence 2021.

2020

  1. SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems pdf
    Beidi Chen, Tharun Medini , James Farwell, Sameh Gobriel, Charlie Tai and Anshumali Shrivastava.
    Conference on Machine Learning and Systems (MLSys) 2020.
    Spotlight talk in MLSys: Systems for ML Workshop at NeurIPS 2019. video package

2019

  1. Extreme Classification in Log Memory using Count-Min Sketch: A Case Study of Amazon Search with 50M Products. pdf
    Tharun Medini, Qixuan Huang, Yiqiu Wang, Vijai Mohan and Anshumali Shrivastava.
    Neural Information Processing Systems (NeurIPS) 2019. video package

  2. Be a Copycat: Uncharted Rewards by Mimicking Expert Action Sequences pdf
    Tharun Medini and Anshumali Shrivastava
    ‘Deep Reinforcement Learning Workshop’ at NeurIPS 2019.

  3. A Deep Dive of Count-Min Sketch for Extreme Multi-Label Classification pdf
    Tharun Medini and Anshumali Shrivastava
    Machine Learning with Guarantees Workshop at NeurIPS 2019.

  4. Cross-Modal Mapping for Generalized Zero-Shot Learning by Soft-Labeling pdf
    Shabnam Daghaghi, Tharun Medini and Anshumali Shrivastava.
    Under Review at CVPR 2020.
    Visually Grounded Interaction and Language (ViGIL) Workshop at NeurIPS 2019.

Pre-prints

  1. IRLI:Iterative Re-partitioning for Learning to Index pdf
    Tharun Medini, Gaurav Gupta and Anshumali Shrivastava.