~/talks

Aditya Akella

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  • NSDI3 editions2019–2023

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titleconferencedate
TrainMover: An Interruption-Resilient Runtime for ML Training20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
TrainMover is an ML training runtime that prepares standby GPUs ahead of interruptions by pre-recording output tensors and running communication-free sandboxed…
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Mimesys: Generating Realistic Executable Testing Environments from Resource Usage Traces20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
Mimesys converts time-series resource traces into executable stressor compositions represented as a per-thread 2D grid of fractional run times and pins threads…
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MatchBox: A Semantic Foundation for Data Plane PortabilityPLDI 20262026-06-15
MatchBox provides a provable translation pipeline that turns source match-action tables into compact, semantically equivalent target tables using a new…
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UNUM: A New Framework for Network ControlNSDI '262026-05-04
A transformer-based state embedder (UNUM) predicts bucketized future network signals rather than exact values, improving prediction accuracy by up to ~50%…
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Towards Performance Robustness for MicroservicesNSDI '262026-05-04
Paper claims that run-time performance robustness certificates (PERCs) give statistical upper bounds on tail latency under bounded perturbations and that…
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Express Lane to Efficiency and Reliability: Multi-Dimensional Control in Meta’s Express..NSDI '262026-05-04
Meta’s Express Backbone is eight parallel MPLS/segment‑routing planes and grows with AI traffic; the team adds eight planes aware load balancing via Unequal…
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SYMPHONY: Enabling Compute-Memory Disaggregation in LLM Serving SystemsNSDI '262026-05-04
SYMPHONY builds a low-latency disaggregated memory layer that moves KV caches off GPUs using advisory requests prefetch and a multi-tier storage pipeline…
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Enabling Portable and High-Performance SmartNIC Programs with AlkaliNSDI '252025-04-28
Alkali is a multi-target SmartNIC compiler that turns a single-threaded C program into an alphair IR handler graph and uses an iterative two-stage optimizer—a…
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MTP: Transport for In-Network ComputingNSDI '252025-04-28
MTP is a DPDK prototype transport that natively handles pathlet mutation, intercept, reordering and delaying by treating offloads as message-oriented pathlets…
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CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
CASSINI introduces a network-aware job scheduler that packs ML jobs by their periodic traffic using a geometric abstraction (circles and a unified LCM-based…
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Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine LearningNSDI 20232023-04-17
Shockwave is a cluster scheduler that predicts batch‑size and throughput changes using a Bayesian mixture‑of‑regimes model and expands Fisher markets into a…
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Better Together: Jointly Optimizing ML Collective Scheduling and Execution Planning...NSDI 20232023-04-17
SYNDICATE is a system that jointly optimizes scheduling and execution planning for ML collectives by introducing a motif abstraction to break collectives into…
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RingLeader: Efficiently Offloading Intra-Server Orchestration to NICsNSDI 20232023-04-17
Claims that intra-server orchestration moves from a CPU bottleneck to the NIC by implementing a hardware load balancer and scheduler, a shallow per-core…
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Running BGP in Data Centers at ScaleNSDI ’212021-04-12
Facebook describes a BGP-based data-center routing design that scales across hundreds of pods by reusing ASN blocks, hierarchical route summarization to cut…
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Whiz: Data-Driven Analytics ExecutionNSDI ’212021-04-12
A prototype called Whiz cleanly separates computation from intermediate data and adds a data service that collects runtime stats, applies execution and…
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ATP: In-network Aggregation for Multi-tenant LearningNSDI ’212021-04-12
Claims up to 38–66% training throughput improvement for multi-tenant distributed DNN jobs by moving gradient aggregation into programmable switches. Implements…
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Tiramisu: Fast Multilayer Network VerificationNSDI 20202020-02-25
Tiramisu: Fast Multilayer Network Verification Anubhavnidhi Abhashkumar, University of Wisconsin - Madison; Aaron Gember-Jacobson, Colgate University; Aditya…
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Automated Verification of Customizable Middlebox Properties with GravelNSDI 20202020-02-25
Builds Gravel, a framework that extracts SMT formulas via symbolic execution from unmodified Click elements and verifies element- and system-level properties…
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Liveness Verification of Stateful Network FunctionsNSDI 20202020-02-25
Provides a one-big-switch abstraction that programs stateful firewalls, IDS and UDP-flood mitigators, compiles those programs to P4, and verifies liveness by…
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Themis: Fair and Efficient GPU Cluster SchedulingNSDI 20202020-02-25
Proposes a new finish-time fairness (Rho) metric and a two-step allocator: filter top (1−f) apps then run a partial-allocation auction that computes a…
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The Design and Operation of CloudLabUSENIX ATC '192019-07-10
CloudLab is a distributed hardware testbed spanning Utah Wisconsin and Clemson that serves 4,000 users who run over 79,000 experiments on 2,250 servers and…
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Loom: Flexible and Efficient NIC Packet SchedulingNSDI 20192019-02-26
Loom moves per-flow packet scheduling entirely into the NIC and implements a restricted DAG policy abstraction plus a programmable hierarchical scheduler and a…
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Correctness and Performance for Stateful Chained Network FunctionsNSDI 20192019-02-26
Junaid Khalid and Aditya Akella, University of Wisconsin - Madison Network functions virtualization (NFV) allows operators to employ NF chains to realize…
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Iron: Isolating Network-based CPU in Container EnvironmentsNSDI '182018-04-09
Shows that unaccounted network stack CPU lets noisy containers steal core time and builds Iron, a Linux kernel patchset that accounts per-packet and batch CPU…
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