~/talks

Wei Wang

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The State of the PyTorch Ecosystem in 2026: Global Trends and China’s Rising RoleKubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 20262026-09-07
In 2026, PyTorch stands at the center of a rapidly expanding global AI ecosystem. Through a data-driven analysis of activity across GitHub, Hugging Face, and…
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RollArt: Disaggregated Multi-Task Agentic RL Training at Scale20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
RollArt disaggregates multi-task agentic RL by mapping prefill tasks to compute-optimized GPUs, decode tasks to bandwidth-optimized GPUs, and environments to…
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Attack of the Bubbles: Straggler-Resilient Pipeline Parallelism for Large Model TrainingNSDI '262026-05-04
PIPEMORPH is a system that adapts pipeline schedules and offloads communication to host memory with CPU-side RDMA delegation to eliminate head-of-line blocking…
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RollPacker: Taming Long-Tail Rollouts for RL Post-Training with Tail BatchingNSDI '262026-05-04
RollPacker implements tail batching: it groups prompts that produce very long responses into occasional long rounds and uses speculative execution to run extra…
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RollingEvidence: Autoregressive Video Evidence via Rolling Shutter EffectUSENIX Security '252025-08-13
An active system embeds rolling shutter stripes by modulating an LED with a 16‑FSK LED probe and records them on commodity CMOS phones; an autoregressive…
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Torpor: GPU-Enabled Serverless Computing for Low-Latency, Resource-Efficient...USENIX ATC '252025-07-07
Torpor implements late binding with model swapping to keep models in host memory and move them to a shared GPU pool on demand, using asynchronous API…
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Toppings: CPU-Assisted, Rank-Aware Adapter Serving for LLM InferenceUSENIX ATC '252025-07-07
System pins the base LLM on GPUs and dynamically loads LoRA adapters from host memory, while CPU-assisted LoRA computation precomputes the lightweight XAB…
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GREYHOUND: Hunting Fail-Slows in Hybrid-Parallel Training at ScaleUSENIX ATC '252025-07-07
Characterization on a 10,000+ GPU multi-tenant cluster finds transient fail-slows from CPU contention, GPU thermal throttling, and network congestion that last…
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GPU-Disaggregated Serving for Deep Learning Recommendation Models at ScaleNSDI '252025-04-28
Prism disaggregates CPU and GPU pools via graph-level partitioning and RDMA so embedding lookups run on CPU nodes and dense nets on GPU nodes, using a fusgraph…
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AutoSketch: Automatic Sketch-Oriented Compiler for Query-driven Network Telemetry21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
AutoSketch automatically compiles high-level query operators into sketch instances, then searches configurations to meet a user-specified accuracy intent…
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Beware of Fragmentation: Scheduling GPU-Sharing Workloads with Fragmentation...USENIX ATC '232023-07-10
Paper defines a statistical fragmentation metric that predicts expected unallocatable GPU capacity given task distributions, implements a scheduler called…
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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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Following the Data, Not the Function: Rethinking Function Orchestration in ServerlessNSDI 20232023-04-17
Pheromone implements a data-bucket abstraction and trigger primitives on Kubernetes (coordinator + workers) so intermediate objects themselves drive invocation…
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TCP memory isolation on multi-tenant serversLinux Plumbers Conference 20222022-09-12
Proposes removing the global tcp_mem limit and charging TCP socket buffers to cgroup memory limits, implements a measurement mode to gather per-job TCP memory…
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Panel: A Decade of Open Source in China - Insights Report with Chinese OSPO's Best PracticesOpen Source Summit North America 20222022-06-21
Chinese firms like Alibaba report more than 3,000 GitHub repositories and over one million stars, while xlab analyzes 86 million GitHub event logs in 2020 and…
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MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU...19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
A two-month Alibaba MLaaS trace covers over 6,700 GPUs across ~1,800 nodes with 1.2M tasks, 7.5M instances and shows concrete pain points: 85% gang-scheduled…
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SonicASL: An Acoustic-based Sign Language Gesture Recognizer Using EarphonesUbiComp 20212021-09-21
A wearable system uses commodity earphones with a front-facing speaker and microphone to emit ultrasound and capture reflections, sending the audio to a phone…
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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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Peer-to-Peer Localization for Single-Antenna DevicesUbiComp 20212021-09-21
P2PLocate localizes a single-antenna device by co-locating a batteryless on-body backscatter tag and using the tag to create intentional multipath plus user…
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TDX Live MigrationKVM Forum 20212021-09-15
Implements live migration for Intel TDX by adding a microTD helper that establishes a secure migration key and uses TD module sim calls to export/import…
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CrystalPerf: Learning to Characterize the Performance of Dataflow Computation...USENIX ATC '212021-07-14
CrystalPerf learns from source code to infer per-operator resource breakdowns (CPU, network, disk) and combines that with non‑intrusive sampling profiler…
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Verification and Redesign of OFDM BackscatterNSDI ’212021-04-12
Identifies why OFDM backscatter fails: WiFi receiver phase error correction cancels symbol-level tag phase shifts, breaking codeword-translation designs…
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Work-in-Progress Reports (WiPs)FAST '212021-02-23
Seven short systems results: an application‑local user‑space library filesystem for persistent memory shares VM pages, omits ACLs, and in single‑process…
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Live Migration With Hardware AccelerationKVM Forum 20202020-10-28
Offloads VM memory compression to a PCIe compression accelerator (Intel QAT) and plans to add DSA/DLA/IAA; implements zero copy DMA to guest memory, multi-page…
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BatchCrypt: Efficient Homomorphic Encryption for Cross-Silo Federated LearningUSENIX ATC '202020-07-15
BatchCrypt encodes batches of quantized gradients into single long integers, uses two's-complement packing plus zeros padding and an analytical clipping method…
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Retwork: Exploring Reader Network with COTS RFID SystemsUSENIX ATC '202020-07-15
Protocol identifies reader contention by piggybacking tag inventory flags to mimic a one-to-many write under EPC Gen2, then runs selective reads to mark…
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VMscatter: A Versatile MIMO BackscatterNSDI 20202020-02-25
Implements space-time coding on tag using only on/off reflection states to achieve full MIMO diversity, with a practical hardware prototype (tested as 2×4×4)…
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MArk: Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference ServingUSENIX ATC '192019-07-10
MArk is an AWS inference-serving system that combines dynamic batching (to make GPUs cheaper than CPUs at moderate batch sizes), predictive autoscaling (to…
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Open Source Education: Take CNCF Projects as an ExampleKubeCon + CloudNativeCon China 20192019-06-24
Claims a campus platform that maps students to CNCF projects and provides one-click course environment with ready Kubernetes instances, Jupyter notebooks and…
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Open Source Education: Take CNCF Projects as an ExampleKubeCon + CloudNativeCon + Open Source Summit China 20192019-06-24
University builds a one-stop practical training platform that spins up CNCF stacks like Kubernetes, Envoy and containerd so students run real labs with a…
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Updating your apps for location permission changes in Android QGoogle I/O 20192019-05-07
Android Q introduces concrete changes: apps can request allow only while using the app via ACCESS_FINE/COARSE mapped to ACCESS_BACKGROUND_LOCATION only when…
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