~/talks

Kshiteej Mahajan

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  • NSDI2 editions2020–2023

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titleconferencedate
Better Together: Jointly Optimizing ML Collective Scheduling and Execution Planning...NSDI 20232023-04-17
SYNDICATE is a system that jointly optimizes scheduling and execution planning for ML collectives by introducing a motif abstraction to break collectives into…
Talk on
Preview: Cloud ComputingOSDI '21 / USENIX ATC '212021-07-14
A set of systems and findings target real limits: DART replaces a centralized master with a distributed hash table overlay to eliminate queuing and long‑tail…
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ATP: In-network Aggregation for Multi-tenant LearningNSDI ’212021-04-12
Claims up to 38–66% training throughput improvement for multi-tenant distributed DNN jobs by moving gradient aggregation into programmable switches. Implements…
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Themis: Fair and Efficient GPU Cluster SchedulingNSDI 20202020-02-25
Proposes a new finish-time fairness (Rho) metric and a two-step allocator: filter top (1−f) apps then run a partial-allocation auction that computes a…
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