Paper Citation Record · LEDGER

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication

As of 10 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2606.05951.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2606.05951 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T23:47:02.707336Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:00:14.471493Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation de9d6007-0b8c-482f-9ef0-f0121d7a64ed · outbound

This paper cites Demystifying parallel and distributed deep learning: An in-depth concurrency analysis,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Demystifying parallel and distributed deep learning: An in-depth concurrency analysis,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Unavailable: canonical work link unavailable.

Observation 50937302-1d53-4984-8074-274320296182 · outbound

This paper cites Towards accelerating smoothed particle hydrodynamics simulations for free-surface flows on multi-gpu clusters,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Towards accelerating smoothed particle hydrodynamics simulations for free-surface flows on multi-gpu clusters,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Observation 24c25b59-a42b-4e49-b951-1b6968c8ea14 · outbound

This paper cites Multi-gpu and multi-cpu accelerated fdtd scheme for vibroacoustic applications,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Multi-gpu and multi-cpu accelerated fdtd scheme for vibroacoustic applications,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Observation 426cc10d-f38d-459a-913d-3dd1fe825586 · outbound

This paper cites Multi-gpu fast fourier transforms in matlab (for large-scale phase-field crystal simulations),.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Multi-gpu fast fourier transforms in matlab (for large-scale phase-field crystal simulations),

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Observation d91736ee-86d3-4cdc-9794-05c0d1d5c8cd · outbound

This paper cites Demystifying nccl: An in-depth analysis of gpu communication protocols and algorithms,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Demystifying nccl: An in-depth analysis of gpu communication protocols and algorithms,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5a3eb53-12b5-471e-9088-0e435b6526d1 · outbound

This paper cites Pytorch: An imperative style, high- performance deep learning library,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Pytorch: An imperative style, high- performance deep learning library,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e7e4e72-2102-471b-bcf9-ee32dc287b2a · outbound

This paper cites Megatron-lm: Training multi-billion parameter language models using model parallelism,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Megatron-lm: Training multi-billion parameter language models using model parallelism,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9b0a9c0-d572-4c7c-b4f4-ec5b2315f4b3 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Efficient memory management for large language model serving with pagedattention,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a473a56-7a13-4fc8-872a-f9f53874e2b1 · outbound

This paper cites NVSHMEM APIs,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication NVSHMEM APIs,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ec89cc6-25ec-4cf3-8972-c2c696ee1892 · outbound

This paper cites Scaling scientific computing with nvshmem,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Scaling scientific computing with nvshmem,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation debf96b0-f4f5-4f77-8950-39372864a43a · outbound

This paper cites Gpu-initiated networking for nccl,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Gpu-initiated networking for nccl,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Unavailable: canonical work link unavailable.

Observation 520c975e-785b-4a27-9999-3efd4f91911a · outbound

This paper cites Improving Network Performance of HPC Systems Using NVIDIA Magnum IO NVSHMEM and GPUDirect Async,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Improving Network Performance of HPC Systems Using NVIDIA Magnum IO NVSHMEM and GPUDirect Async,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Unavailable: canonical work link unavailable.

Observation 366417bf-3617-4e61-a211-6e9c174eead9 · outbound

This paper cites GPU-Centric Communication on NVIDIA GPU Clusters with InfiniBand: A Case Study with OpenSHMEM,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication GPU-Centric Communication on NVIDIA GPU Clusters with InfiniBand: A Case Study with OpenSHMEM,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff0f88b8-4593-42bc-a2a9-7ed0e2458d90 · outbound

This paper cites GPUDirect RDMA Documentation,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication GPUDirect RDMA Documentation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60d095f4-290f-470a-88ab-d3a0f2c7670e · outbound

This paper cites DOCA GPUNetIO Documentation (v3.2.2),.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication DOCA GPUNetIO Documentation (v3.2.2),

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Observation 5ddc35ae-1fca-419c-b6ff-b77dee35f32e · outbound

This paper cites an unresolved cited work.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Unavailable: canonical work link unavailable.

Observation c82e49ef-7dec-456c-a197-be1180a2dbf8 · outbound

This paper cites A Theory of Partitioned Global Address Spaces,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication A Theory of Partitioned Global Address Spaces,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7691ef0-c969-4307-ac5d-75af4ed1379c · outbound

This paper cites Introducing openshmem: Shmem for the pgas community,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Introducing openshmem: Shmem for the pgas community,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 283cc595-2dfa-450d-80a7-83c7781ab89c · outbound

This paper cites Remote memory access programming in mpi-3,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Remote memory access programming in mpi-3,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ffb0cf6-57f4-44cb-9301-25c098850de2 · outbound

This paper cites An introduction to cuda-aware mpi,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication An introduction to cuda-aware mpi,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf685618-35a0-45b1-af04-c7344e1e4a40 · outbound

This paper cites MPI: A Message-Passing Interface Standard, Version 5.0,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication MPI: A Message-Passing Interface Standard, Version 5.0,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 700a4257-c297-4bbf-90dc-4ba3402b8dc6 · outbound

This paper cites UPC++ Wiki.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication UPC++ Wiki

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29c025db-1d1e-4eff-822a-2d2b05dd843b · outbound

This paper cites GASNet-EX: A High-Performance, Portable Communication Library for Exascale,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication GASNet-EX: A High-Performance, Portable Communication Library for Exascale,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cff19217-6814-4b38-9a89-4c417a27758a · outbound

This paper cites rocSHMEM - ROCm OpenSHMEM GPU library.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication rocSHMEM - ROCm OpenSHMEM GPU library

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 870aa14e-0c68-4e00-860b-87298df883c4 · outbound

This paper cites Intel(R) SHMEM: GPU-initiated OpenSHMEM using SYCL,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Intel(R) SHMEM: GPU-initiated OpenSHMEM using SYCL,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e198ee-da3d-4615-8e50-a1af7422afa7 · outbound

This paper cites GICC: A high-performance runtime for gpu-initiated communication and coordination in modern HPC systems,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication GICC: A high-performance runtime for gpu-initiated communication and coordination in modern HPC systems,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8496b87-e8be-46b3-a5ea-f509d6a5486b · outbound

This paper cites Introducing Low-Level GPU Virtual Memory Management,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Introducing Low-Level GPU Virtual Memory Management,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Observation e6707998-5aad-4240-af35-dcb32a78db76 · outbound

This paper cites Dynamic symmetric heap allocation in nvshmem,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Dynamic symmetric heap allocation in nvshmem,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Observation e82904f3-8075-496d-8a1f-8ec2b41b4c78 · outbound

This paper cites NCCL Tests,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication NCCL Tests,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11dc7f0d-da78-48a2-aa94-18321073064d · outbound

This paper cites Recent improvement to open mpi allreduce and the impact to application performance,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Recent improvement to open mpi allreduce and the impact to application performance,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98793ffe-51a7-4212-a5aa-27576b50cbb0 · outbound

This paper cites Hear: Homomorphically encrypted allreduce,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Hear: Homomorphically encrypted allreduce,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 837b553a-6a47-4643-ade1-a74901cff8b4 · outbound

This paper cites In: Proceedings of the International Conference for High Performance Computing, Netwo rking, Storage and Analysis, SC ’23.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication In: Proceedings of the International Conference for High Performance Computing, Netwo rking, Storage and Analysis, SC ’23

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T23:51:24.875641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b9cc6507-bfae-4144-a288-b642bcb83c73 · outbound

This paper cites xccl: A survey of industry-led collective communication libraries for deep learning,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication xccl: A survey of industry-led collective communication libraries for deep learning,

Reference 33

Resolution: verified exact; doi, observed 2026-06-27T23:51:24.871663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 03fc4a93-c626-4f15-894d-4567a28ae01c · outbound

This paper cites Revisiting the time cost model of allreduce,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Revisiting the time cost model of allreduce,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Unavailable: canonical work link unavailable.

Observation 4c8bfc7a-81e5-42c2-8bbe-7405837d72c1 · outbound

This paper cites Deepep: an efficient expert-parallel communication library,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Deepep: an efficient expert-parallel communication library,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Unavailable: canonical work link unavailable.

Observation 2b3d7ba6-63ff-4de3-9c40-5fa5b0facce5 · outbound

This paper cites An initial assessment of nvshmem for high performance computing,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication An initial assessment of nvshmem for high performance computing,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46f795a9-7edd-4c08-a496-4a1f297f33bd · outbound

This paper cites Redesign- ing gromacs halo exchange: Improving strong scaling with gpu-initiated nvshmem,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Redesign- ing gromacs halo exchange: Improving strong scaling with gpu-initiated nvshmem,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

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Unavailable: canonical work link unavailable.

Observation 4acb2cfa-e64b-4faa-8fad-51c7136f6120 · outbound

This paper cites Charming: A scalable gpu- resident runtime system,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Charming: A scalable gpu- resident runtime system,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7f988f3-9aef-42c3-a166-ca4a9d603c2b · outbound

This paper cites Gpu initiated openshmem: correct and efficient intra-kernel networking for dgpus,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication Gpu initiated openshmem: correct and efficient intra-kernel networking for dgpus,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6479c874-ab0c-4202-8768-736d5f12d0ad · outbound

This paper cites The landscape of gpu-centric communication,.

Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication The landscape of gpu-centric communication,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-27T23:47:02.707336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 28af25ea-d9e0-4e75-9eef-25a2c5e2caf9 · inbound

X-Stage: An Overlooked Pipeline Stage for Communication-Computation Overlap in DiT Inference cites this paper.

X-Stage: An Overlooked Pipeline Stage for Communication-Computation Overlap in DiT Inference Demystifying NVSHMEM: A System-Level Analysis on Symmetric Memory and Device-Initiated Operations in GPU Communication

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T00:00:14.471493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.