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MLSys Outstanding Paper Award winners by year

MLSys · Paper award · usually May · due May 2026, no newer edition read yet

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Winners

The Hidden Bloat in Machine Learning SystemsOutstanding Paper2025Source ↗
FlashInfer: Efficient and Customizable Attention Engine for LLM Inference ServingOutstanding Paper2025Source ↗
Marconi: Prefix Caching for the Era of Hybrid LLMsHonorable Mention2025Source ↗
COMET: Fine-grained Computation-communication Overlapping for Mixture-of-ExpertsHonorable Mention2025Source ↗
APOLLO: SGD-like Memory, AdamW-level PerformanceHonorable Mention2025Source ↗
LAVA: Lifetime-Aware VM Allocation with Learned Distributions and Adaptation to MispredictionsHonorable Mention2025Source ↗
Seesaw: High-throughput LLM Inference via Model Re-shardingHonorable Mention2025Source ↗
About this award

Outstanding paper awards of the Conference on Machine Learning and Systems (MLSys), with honorable mentions.

EditionAnnouncedWinnersSource
2025May 20251 year ago7

The next date is an estimate from the months past editions were announced (May); it changes when MLSys announces one.

Date announcedSep 25, 2026Next edition expected May 2026 (was May 2027).
New winnersSep 25, 2026The Hidden Bloat in Machine Learning Systems and 6 others named in the 2025 edition.
Award addedSep 25, 2026Now tracked: Outstanding paper awards of the Conference on Machine Learning and Systems.