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Dong Li

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titleconferencedate
How will GenAI impact enterprise data and AI strategy?XConf APAC 2024 | Singapore2024-10-25
Generative AI forces platform changes: enterprises must unlock vast unstructured stores (reported 70,000 Llama variants and lots of multimodal models) into…
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FlexMem: Adaptive Page Profiling and Migration for Tiered MemoryUSENIX ATC 20242024-07-10
FlexMem is a page-profiling and migration system that combines performance-counter and fault-hint profiling to catch both long-lived and emerging hot pages…
Talk
Campo: Cost-Aware Performance Optimization for Mixed-Precision Neural Network...USENIX ATC '222022-07-11
Campo is a tool that models per-operator FP16 performance and the cost of FP16/FP32 casts using hardware counters, then rewrites TensorFlow graphs to apply…
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BlinkListener: “Listen” to Your Eye Blink Using Your SmartphoneUbiComp 20212021-09-21
System uses smartphone speaker and microphone to emit FMCW acoustic chirps, separate eye reflection via range bins, and model I-Q vectors so eyelid blinks…
Talk
ZeRO-Offload: Democratizing Billion-Scale Model TrainingUSENIX ATC '212021-07-14
ZeRO-Offload offloads fp16 gradients and fp32 optimizer states and runs parameter updates on CPU while keeping forward/backward on GPU, enabling 30 billion…
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Simplify Big Data & AI on Spark and Ray with MLSQLRay Summit 20212021-06-22
MLSQL fuses Spark and Ray so SQL can orchestrate ETL, feature engineering and model training with embedded Python, using existing Ray clusters and standard…
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ArchTM: Architecture-Aware, High Performance Transaction for Persistent MemoryFAST '212021-02-23
A transaction system tuned to Intel DCPMM hardware, ArchTM uses a copy-on-write variant with a scalable DRAM lookup table to avoid metadata writes, an…
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RIANN: Real-time Incremental Learning with Approximate Nearest Neighbor on Mobile DevicesOpML '202020-07-28
RIANN is an on-device system that builds graph-based ANN indexes with per-point, dynamic construction parameters and uses a trained statistical prediction…
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