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SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems.

, , , , , и . MLSys, mlsys.org, (2020)

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Elke Tharun

Khaled Medini

Rainer Tharun

Günter Tharun

Lars Oliver Rainer Tharun

 

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SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems, , , , , и . (2019)cite arxiv:1903.03129Comment: Published at MLSys 2020.Fast Processing and Querying of 170TB of Genomics Data via a Repeated And Merged BloOm Filter (RAMBO)., , , , , , , и . SIGMOD Conference, стр. 2226-2234. ACM, (2021)Structural Contrastive Representation Learning for Zero-shot Multi-label Text Classification., , , и . EMNLP (Findings), стр. 4937-4947. Association for Computational Linguistics, (2022)SOLAR: Sparse Orthogonal Learned and Random Embeddings., , и . ICLR, OpenReview.net, (2021)Extreme Classification in Log Memory., , , и . CoRR, (2018)A Tale of Two Efficient and Informative Negative Sampling Distributions., , , , , и . ICML, том 139 из Proceedings of Machine Learning Research, стр. 2319-2329. PMLR, (2021)Cross-Modal Mapping for Generalized Zero-Shot Learning by Soft-Labeling., , и . ViGIL@NeurIPS, (2019)SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems., , и . CoRR, (2019)Extreme Classification in Log Memory using Count-Min Sketch: A Case Study of Amazon Search with 50M Products., , , , и . NeurIPS, стр. 13244-13254. (2019)BLISS: A Billion scale Index using Iterative Re-partitioning., , , и . KDD, стр. 486-495. ACM, (2022)