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Yuke Wang

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titleconferencedate
GMI-DRL: Empowering Multi-GPU DRL with Adaptive-Grained ParallelismUSENIX ATC '252025-07-07
GMI-DRL introduces a sub-GPU abstraction called GPU Multiplexing Instance (GMI) plus an adaptive Coordinator and a specialized Communicator to map…
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ZEN: Empowering Distributed Training with Sparsity-driven Data SynchronizationOSDI '252025-07-07
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…
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OPER: Optimality-Guided Embedding Table Parallelization for Large-scale...USENIX ATC 20242024-07-10
Claims a near-optimal planner and system that cut end-to-end DLRM embedding lookup cost using a heuristic search plus a distributed shared memory runtime and a…
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TC-GNN: Bridging Sparse GNN Computation and Dense Tensor Cores on GPUsUSENIX ATC '232023-07-10
TC-GNN implements a GPU pipeline that turns irregular GNN sparse ops into dense tiles processed on tensor cores, combining sparse graph translation with a…
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MGG: Accelerating Graph Neural Networks with Fine-Grained Intra-Kernel Communication...OSDI 20232023-07-10
MGG is a full-graph GNN runtime that implements a fine-grained dynamic software pipeline inside GPU kernels to overlap remote-label fetch, local neighbor…
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Faith: An Efficient Framework for Transformer Verification on GPUsUSENIX ATC '222022-07-11
Faith implements a GPU framework that fuses bound-centric operations to cut redundant global memory accesses, loads weight once into shared memory, and…
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Palleon: A Runtime System for Efficient Video Processing toward Dynamic Class SkewUSENIX ATC '212021-07-14
Palleon is a runtime system that detects dynamic class skew from prediction streams, uses early sampling and windowed switch detection, applies a Bayesian…
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GNNAdvisor: An Adaptive and Efficient Runtime System for GNN Acceleration on GPUs15th USENIX Symposium on Operating Systems Design and Implementation (OSDI '21)2021-07-14
GNNAdvisor implements an adaptive GPU runtime that uses 2D workload management and community-aware node remapping plus a lightweight analytical model for…
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