~/talks

Lidong Zhou

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titleconferencedate
Equal Opportunity: A Correctness Condition for Ordered Consensus20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
Defines a formal fairness condition called ordering equality (and a separation parameter delta) and shows randomness is necessary and sufficient to bound bias…
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nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
A plan-generation framework implements three primitives op-trans, op-assign, op-order plus constraint filters so experts compose custom parallelization spaces…
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SuperBench: Improving Cloud AI Infrastructure Reliability with Proactive ValidationUSENIX ATC 20242024-07-10
SuperBench is a proactive validation system that runs a comprehensive benchmark suite (end‑to‑end and microbenchmarks), uses a Validator that learns benchmark…
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VBASE: Unifying Online Vector Similarity Search and Relational Queries via Relaxed...OSDI 20232023-07-10
VBase identifies a property called relaxed monotonicity that lets approximate nearest-neighbor indices serve as termination checks for SQL-style queries…
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Welder: Scheduling Deep Learning Memory Access via Tile-graphOSDI 20232023-07-10
Welder is a deep-learning compiler that builds a tile-graph abstraction to connect operators at register/shared-memory levels and schedule tiling across…
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Optimizing Dynamic Neural Networks with BrainstormOSDI 20232023-07-10
Brainstorm introduces Cell as the sub-tensor routing unit and Router as a programmable dispatch operator, collects fine-grained runtime profiles, and applies…
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On Modular Learning of Distributed Systems for Predicting End-to-End LatencyNSDI 20232023-04-17
Fluxion builds a modular performance model by packaging per-service ML models into learning assignments and wiring them into an inference graph so changes only…
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AutoSys: The Design and Operation of Learning-Augmented SystemsUSENIX ATC '202020-07-15
AutoSys is a unified framework that runs Hyperband, TPE, SMAC tuners and trial benchmarks to auto-tune five Web Search engines (selection, ranking, KV stores)…
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NeuGraph: Parallel Deep Neural Network Computation on Large GraphsUSENIX ATC '192019-07-10
NeuGraph implements a TensorFlow-layer that fuses graph and dataflow models, adding trunk-based partitioning and a column-by-column scheduler, custom GPU…
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