~/talks

Kai Chen

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PolicyCache: Intra-flow Learning in Congestion ControlNSDI '262026-05-04
PolicyCache claims intra‑flow learning that trains and runs a nonparametric Hoeffding Adaptive Tree (HAT) inside each flow, plus backup exploration and micro…
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CascadeNet: Generating Network Traffic with High-Fidelity Temporal PatternsNSDI '262026-05-04
CascadeNet generates traces by converting each flow into an aggregated per-flow time series and then using CascadeGAN hierarchical generators (MLP → LSTM →…
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Enabling Efficient GPU Communication over Multiple NICs with FuseLinkOSDI '252025-07-07
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…
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Towards Optimal Rack-scale μs-level CPU Scheduling through In-Network Workload...USENIX ATC '252025-07-07
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…
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Accelerating Distributed Graph Learning by Using Collaborative In-Network...USENIX ATC '252025-07-07
Offloads GNN multicast and many‑to‑one aggregation into the network using a P4 programmable switch and DPDK host stack, implements graph-aware multicast…
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FLB: Fine-grained Load Balancing for Lossless Datacenter NetworksUSENIX ATC '252025-07-07
FLB claims to balance RoCE traffic by combining threshold-free rerouting for uncongested flows with congested-flow isolation when queues near PFC thresholds…
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GREEN: Carbon-efficient Resource Scheduling for Machine Learning ClustersNSDI '252025-04-28
GREEN monitors per-job power with NVML readouts (plus CPU estimates) and integrates carbon intensity every 30s, uses an energy efficiency optimizer to scale…
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Efficient Decentralized Federated Singular Vector DecompositionUSENIX ATC 20242024-07-10
Excalibur is a decentralized federated SVD system that replaces external servers with a multiplicative matrix sharing scheme and a communication-optimized…
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Flow Scheduling with Imprecise Knowledge21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
QCLIMB uses random forest regression forests to produce per-flow lower and upper bounds (over 99.9% of flows are tightly bounded) and runs a low-bound-based…
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Accelerating Neural Recommendation Training with Embedding Scheduling21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
A runtime embedding scheduler called Herald decides where embeddings are trained and which to sync, using an adaptive location-aware inputs allocator and an…
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Towards Domain-Specific Network Transport for Distributed DNN Training21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
MLT is a domain-specific transport for distributed DNN training that implements a 3-step progressive scheme: (1) per-packet load balancing across multiple…
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SRNIC: A Scalable Architecture for RDMA NICsNSDI 20232023-04-17
Presents SRNIC, an FPGA prototype RDMA NIC architecture that removes on‑chip structures via protocol header extensions, cache‑free QP scheduling, and…
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FLASH: Towards a High-performance Hardware Acceleration Architecture for Cross-silo...NSDI 20232023-04-17
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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Tiara: A Scalable and Efficient Hardware Acceleration Architecture for Stateful Layer-419th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
Tiara splits stateful L4 load balancing into memory-heavy real-server selection on FPGAs with HBM and throughput-heavy encapsulation on a programmable switch…
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Demystifying the Vetting Process of Voice-controlled Skills on MarketsUbiComp 20212021-09-21
Paper reverse-engineers skill vetting and shows concrete weaknesses: a relevance-based Turing test using ConceptNet distinguishes human vs machine vetters…
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Using Sonar for Liveness Detection to Protect Smart Speakers against Remote AttackersUbiComp / ISWC 20202020-09-12
A sonar-based liveness detector emits an inaudible wide-band ultrasonic pulse and analyzes Doppler shifts from reflections using a Raspberry Pi 3B with a…
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PetroChina: Big Oil’s Information System on Cloud Native TechnologyKubeCon + CloudNativeCon China 20182018-11-13
PetroChina builds a unified container platform that combines Kubernetes with an Alauda stack to support DevOps, microservice governance and…
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CommanderSong: A Systematic Approach for Practical Adversarial Voice RecognitionUSENIX Security '182018-08-15
Automatically generates stealthy voice commands embedded into real songs so ASR decoders accept phrases while human listeners do not. Uses an open-source…
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