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Guyue Huang

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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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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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