Junxue Zhang
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| title | conference | date |
|---|---|---|
| PolicyCache: Intra-flow Learning in Congestion Control | NSDI '26 | 2026-05-04 |
PolicyCache claims intra‑flow learning that trains and runs a nonparametric Hoeffding Adaptive Tree (HAT) inside each flow, plus backup exploration and micro… | ||
| Enabling Efficient GPU Communication over Multiple NICs with FuseLink | OSDI '25 | 2025-07-07 |
FuseLink remaps GPU-side network buffers to relay traffic over high-speed intra-server fabrics (MVLink/MLink) so idle 400G RDMA NICs act as a merged “super… | ||
| Towards Optimal Rack-scale μs-level CPU Scheduling through In-Network Workload... | USENIX ATC '25 | 2025-07-07 |
Pallas partitions rack traffic at the ToR so each shard has homogeneous CPU demand, uses a P4-programmed ToR switch for classification and per-group JSQ-style… | ||
| Accelerating Distributed Graph Learning by Using Collaborative In-Network... | USENIX ATC '25 | 2025-07-07 |
Offloads GNN multicast and many‑to‑one aggregation into the network using a P4 programmable switch and DPDK host stack, implements graph-aware multicast… | ||
| GREEN: Carbon-efficient Resource Scheduling for Machine Learning Clusters | NSDI '25 | 2025-04-28 |
GREEN monitors per-job power with NVML readouts (plus CPU estimates) and integrates carbon intensity every 30s, uses an energy efficiency optimizer to scale… | ||
| Efficient Decentralized Federated Singular Vector Decomposition | USENIX ATC 2024 | 2024-07-10 |
Excalibur is a decentralized federated SVD system that replaces external servers with a multiplicative matrix sharing scheme and a communication-optimized… | ||
| FLASH: Towards a High-performance Hardware Acceleration Architecture for Cross-silo... | NSDI 2023 | 2023-04-17 |
Identifies nine real-world cryptographic operations that dominate cross-silo federated learning and shows they all reduce to two primitives, modular… | ||
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