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One Society, or Two? The Age of Autonomous ComputersSuperAI Singapore 20262026-06-10
Demo compresses four cloud desktop agents running autonomously for hours into 30 seconds and argues autonomy requires visible control rather than opaque APIs…
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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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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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