Anshumali Shrivastava
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- Jingyi Xionce
- Junzhao Duonce
- Lin Zhongonce
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| title | conference | date |
|---|---|---|
| ZEN: Empowering Distributed Training with Sparsity-driven Data Synchronization | OSDI '25 | 2025-07-07 |
Claims a near‑optimal sparse-gradient synchronization that cuts communication up to 5.09x and boosts training throughput up to 2.48x vs prior work, with… | ||
| Sub-Linear Algorithms meets Large Language Models | Extroverted Sublinear Algorithms 2024 | 2024-06-17 |
Argues that inference computes mostly zeros — measured 95% zeros in attention for a 175B model — and proposes dynamic per-input parameter selection using… | ||
| Privacy Adversarial Network: Representation Learning for Mobile Data Privacy | UbiComp / ISWC 2020 | 2020-09-12 |
Introduces PAN, a device-side encoder trained with a utility discriminator and one or two adversaries to force representations to keep task-relevant signals… | ||
| Adventures with Randomized Algebra for Extreme-Scale Signal Processing | Randomized Numerical Linear Algebra and Applications 2018 | 2018-09-24 |
Shows that locality-sensitive hashing (LSH) turns nearest-neighbor indexing into adaptive sampling with a known collision probability, enabling an unbiased… | ||
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