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Paper Citation Record · LEDGER

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction

As of 11 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2608.06441.

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

pith.paper-citation-record.v1
2608.06441 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:30:57.455949Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

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  • unresolved12
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b182969a-1b74-4ce9-9f90-dd0f36fcc57c · outbound

This paper cites Early: Efficient and reliable graph neural network for dynamic graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Early: Efficient and reliable graph neural network for dynamic graphs,

Reference 1

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Observation a63f1d7b-82fd-4d42-a70b-669a5e175357 · outbound

This paper cites Towards deeper graph neural networks,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Towards deeper graph neural networks,

Reference 2

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Observation 0126dcdf-8054-45d1-887c-f82e26ae11b4 · outbound

This paper cites Link prediction based on graph neural networks,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Link prediction based on graph neural networks,

Reference 3

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Source-reported events for the cited work

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Observation 7131b841-6ca9-4883-8bc7-43b6a8a882fd · outbound

This paper cites A multi-scale approach for graph link prediction,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction A multi-scale approach for graph link prediction,

Reference 4

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Source-reported events for the cited work

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Observation a41c4b50-9722-44af-a8d5-1d9947c39459 · outbound

This paper cites How Powerful are Graph Neural Networks?.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction How Powerful are Graph Neural Networks?

Reference 5

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Observation 8d8eef05-adc0-4c19-8f5c-7575bc8a294c · outbound

This paper cites Topology-aware graph pooling networks,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Topology-aware graph pooling networks,

Reference 6

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Observation 5f2d7de9-64a1-41d6-a426-9c5673130cf1 · outbound

This paper cites Content matters: A gnn-based model combined with text semantics for social network cascade prediction,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Content matters: A gnn-based model combined with text semantics for social network cascade prediction,

Reference 7

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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.

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Observation 7b114fb2-359e-4a84-9be8-e6dabf84fa42 · outbound

This paper cites Deepinf: Social influence prediction with deep learning,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Deepinf: Social influence prediction with deep learning,

Reference 8

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

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Observation 7673d25d-4908-477f-9699-4b189dd56817 · outbound

This paper cites A survey of graph neural network based recommendation in social networks,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction A survey of graph neural network based recommendation in social networks,

Reference 9

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

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Observation 48fc37e8-1712-4169-8653-7ffd00883cd3 · outbound

This paper cites Neural graph collaborative filtering,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Neural graph collaborative filtering,

Reference 10

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

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Observation b5eeb37c-55b2-40ef-9057-cbce5c96e1f8 · outbound

This paper cites Enhancing graph neural network-based fraud detectors against camouflaged fraudsters,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Enhancing graph neural network-based fraud detectors against camouflaged fraudsters,

Reference 11

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Source-reported events for the cited work

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Observation d901edf0-27fb-4552-9f82-632bb16e307a · outbound

This paper cites Fp-gnn: a versatile deep learning architecture for enhanced molecular property prediction,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Fp-gnn: a versatile deep learning architecture for enhanced molecular property prediction,

Reference 12

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

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Observation a7c4f889-4141-4d46-be53-bc684dc78808 · outbound

This paper cites A comprehensive survey on distributed training of graph neural networks,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction A comprehensive survey on distributed training of graph neural networks,

Reference 13

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Source-reported events for the cited work

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Observation ac7c7635-692d-4e0b-a759-ca723b0ac4c4 · outbound

This paper cites Graph Neural Network Training Systems: A Performance Comparison of Full-Graph and Mini-Batch.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Graph Neural Network Training Systems: A Performance Comparison of Full-Graph and Mini-Batch

Reference 14

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Unavailable: canonical work link unavailable.

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Observation e245d153-c1fe-44c6-9cc7-6a23c2220b52 · outbound

This paper cites Cogkr: Cognitive graph for multi-hop knowledge reasoning,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Cogkr: Cognitive graph for multi-hop knowledge reasoning,

Reference 15

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Observation 73075d5c-061e-4313-8d83-2da78d600610 · outbound

This paper cites FragNet: A Graph Neural Network for Molecular Property Prediction with Four Levels of Interpretability.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction FragNet: A Graph Neural Network for Molecular Property Prediction with Four Levels of Interpretability

Reference 16

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Source-reported events for the cited work

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Observation 6541041e-23ae-4aff-b943-97533b3c1711 · outbound

This paper cites Distdgl: Distributed graph neural network training for billion-scale graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Distdgl: Distributed graph neural network training for billion-scale graphs,

Reference 17

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

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Observation a1a5a2ff-bc76-4303-8e71-47ccf7463ee1 · outbound

This paper cites Ginex: Ssd-enabled billion-scale graph neural network training on a single machine via provably optimal in- memory caching,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Ginex: Ssd-enabled billion-scale graph neural network training on a single machine via provably optimal in- memory caching,

Reference 18

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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.

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Observation 4fee25a8-a5f5-4de1-a418-a4d4f3eddbcf · outbound

This paper cites Sequential aggregation and rematerialization: Distributed full-batch training of graph neural networks on large graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Sequential aggregation and rematerialization: Distributed full-batch training of graph neural networks on large graphs,

Reference 19

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

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Observation 92354f5f-63f4-4195-9778-c0efa0bd149d · outbound

This paper cites Flexgraph: a flexible and efficient distributed framework for gnn training,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Flexgraph: a flexible and efficient distributed framework for gnn training,

Reference 20

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Source-reported events for the cited work

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Observation 66091ea3-c235-4528-90ac-c233c0e20794 · outbound

This paper cites Scalable and efficient full-graph gnn training for large graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Scalable and efficient full-graph gnn training for large graphs,

Reference 21

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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.

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Observation 9f9b74e4-e357-4edb-82a9-1f306026a7fb · outbound

This paper cites Distributed hybrid cpu and gpu training for graph neural networks on billion- scale heterogeneous graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Distributed hybrid cpu and gpu training for graph neural networks on billion- scale heterogeneous graphs,

Reference 22

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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.

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Observation ef7c1734-cb44-4028-a7bf-ca7f8b906b55 · outbound

This paper cites PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4ecade36-4460-4832-bf71-9150a5857481 · outbound

This paper cites Sancus: staleness-aware communication-avoiding full-graph decentralized train- ing in large-scale graph neural networks,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Sancus: staleness-aware communication-avoiding full-graph decentralized train- ing in large-scale graph neural networks,

Reference 24

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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.

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Observation 02b865f2-d0de-497e-817f-17e756941679 · outbound

This paper cites Adaptive message quantization and parallelization for distributed full-graph gnn training,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Adaptive message quantization and parallelization for distributed full-graph gnn training,

Reference 25

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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.

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Observation 1d4b442f-d947-4d65-b163-e8b2c4d2b336 · outbound

This paper cites Sylvie: 3d-adaptive and universal system for large-scale graph neural network training,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Sylvie: 3d-adaptive and universal system for large-scale graph neural network training,

Reference 26

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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.

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Observation b244f59f-4165-4b0f-8b50-f4516b51f292 · outbound

This paper cites Granndis: Fast distributed graph neural network training framework for multi-server clusters,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Granndis: Fast distributed graph neural network training framework for multi-server clusters,

Reference 27

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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.

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Observation dcea95b6-756a-44bb-97fc-334f1ee38cfd · outbound

This paper cites Guo,Software and hardware codesign of SmartNIC-based heteroge- neous HPC clusters with machine learning case studies.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Guo,Software and hardware codesign of SmartNIC-based heteroge- neous HPC clusters with machine learning case studies

Reference 28

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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.

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Observation e94f2200-b8a7-4a4a-8213-446f1302b007 · outbound

This paper cites Os2g: A high-performance dpu offloading architecture for gpu-based deep learning with object storage,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Os2g: A high-performance dpu offloading architecture for gpu-based deep learning with object storage,

Reference 29

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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.

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Observation c6ccbf1e-7f54-43d0-a1b2-a809e067412f · outbound

This paper cites BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:57.313788Z digest=sha256:a4325abb42308e07e9662548692b39eae3ef28660b32e05f106fd47991e2dee4

Observation fdaa8326-6c0d-4263-bf91-195132f0559a · outbound

This paper cites Neural message passing for quantum chemistry,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Neural message passing for quantum chemistry,

Reference 31

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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.

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Observation 1e1d420d-052a-4ed5-9581-3af407e91c2f · outbound

This paper cites Dgcl: An efficient communication library for distributed gnn training,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Dgcl: An efficient communication library for distributed gnn training,

Reference 32

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raw_fallback, observed 2026-08-10T04:30:58.096160Z

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.

source=pdf_text observed=2026-08-10T04:30:57.324046Z digest=sha256:9114701437f6825bd980e63f17632fa31a5f15168e458fef45b60282aab911a0

Observation 9fb5ecd4-904a-4c4a-845d-f9e4ecadf05e · outbound

This paper cites P3: Distributed deep graph learning at scale,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction P3: Distributed deep graph learning at scale,

Reference 33

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raw_fallback, observed 2026-08-10T04:30:58.082559Z

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.

source=pdf_text observed=2026-08-10T04:30:57.328810Z digest=sha256:470978d166f064e1abf52239be25340b1a3b1e1fdc8172f51dfd04bde9fcb83e

Observation 98f5a62c-777b-47b3-8bf1-8f0c945268ce · outbound

This paper cites Gnnautoscale: Scalable and expressive graph neural networks via historical embeddings,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Gnnautoscale: Scalable and expressive graph neural networks via historical embeddings,

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:58.068460Z

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.

source=pdf_text observed=2026-08-10T04:30:57.334284Z digest=sha256:ef8e2ba7dbc5b597d282c8ad46e5b5e27c1d26f6126887b565a345a35b1cdc1f

Observation f38abf89-6666-4415-96b2-f14f1c169965 · outbound

This paper cites Gnnlab: a factored system for sample-based gnn training over gpus,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Gnnlab: a factored system for sample-based gnn training over gpus,

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:58.053619Z

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.

source=pdf_text observed=2026-08-10T04:30:57.339564Z digest=sha256:0dcb1b6d3c00ee7e8fd42e6c979d228b7325d8662fe961ef3a3338a3a285edb5

Observation 8005b68c-286a-4289-a670-fcb398730644 · outbound

This paper cites Neutrontp: Load-balanced distributed full-graph gnn training with tensor parallelism,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Neutrontp: Load-balanced distributed full-graph gnn training with tensor parallelism,

Reference 36

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raw_fallback, observed 2026-08-10T04:30:58.039482Z

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.

source=pdf_text observed=2026-08-10T04:30:57.344826Z digest=sha256:bc5543a3cb3bdb65eb9da6da74ee246cca77d8aa3dc38742289b152b7144de5a

Observation 362e6d64-fcdb-4857-8e5c-1baefb01fd01 · outbound

This paper cites A fast and high quality multilevel scheme for partitioning irregular graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction A fast and high quality multilevel scheme for partitioning irregular graphs,

Reference 37

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unresolved
no resolver link, observed 2026-08-10T04:30:57.350346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:57.350346Z digest=sha256:d6f65efbe9124ab22d7789648a3a6df959ed4cf4c80d5133b075b7b38a4193a4

Observation 6453bfc8-671b-4838-adea-1ac9768fd4e5 · outbound

This paper cites Streaming graph partitioning for large distributed graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Streaming graph partitioning for large distributed graphs,

Reference 38

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:58.014739Z

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.

source=pdf_text observed=2026-08-10T04:30:57.355836Z digest=sha256:03f4dff378683da0c4ad90791284e765350326016681a4e4812dff379721aa41

Observation a28b6e33-7163-486f-9050-cab770f1f0de · outbound

This paper cites Scalable Edge Partitioning,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Scalable Edge Partitioning,

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.999315Z

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.

source=pdf_text observed=2026-08-10T04:30:57.360506Z digest=sha256:64f3987cdf920303c660e9bbf7d3cd65debfb4ff7d2169b5f2f27b6e763b6e28

Observation 7afafab2-8717-4c02-b136-b54fbed61bf7 · outbound

This paper cites Open Graph Benchmark: Datasets for Machine Learning on Graphs.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Open Graph Benchmark: Datasets for Machine Learning on Graphs

Reference 40

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unresolved
no resolver link, observed 2026-08-10T04:30:57.364939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:57.364939Z digest=sha256:3a01619e7c8267b10924479aea37674e6e09ccb36f22d71928bd60b1e1788b1d

Observation c92e043e-7e8c-4db2-aa28-caf2d9cd4f0e · outbound

This paper cites Inductive representation learning on large graphs,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Inductive representation learning on large graphs,

Reference 41

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unresolved
no resolver link, observed 2026-08-10T04:30:57.369920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:57.369920Z digest=sha256:9d13616fb4c14a58ef4f6895ba6772cc880a279bf1faf7117b75ef2909a48f52

Observation e60d2802-01b8-40b4-9aa5-1b74965e9663 · outbound

This paper cites Graphfm: Im- proving large-scale gnn training via feature momentum,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Graphfm: Im- proving large-scale gnn training via feature momentum,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.974901Z

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.

source=pdf_text observed=2026-08-10T04:30:57.374902Z digest=sha256:076d4f657938cbfc298afa75b1e0a1e432c5c90b829976799b0979326f85ccd7

Observation a10cf82a-b525-4455-92b2-b07ec1644355 · outbound

This paper cites FreshGNN: Reducing Memory Access via Stable Historical Embeddings for Graph Neural Network Training.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction FreshGNN: Reducing Memory Access via Stable Historical Embeddings for Graph Neural Network Training

Reference 43

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verified exact
local_arxiv, observed 2026-08-10T04:30:57.580459Z

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.

source=pdf_text observed=2026-08-10T04:30:57.379359Z digest=sha256:46d66a5121b39c7e3b5f59345c18b6baf938d9395e46e00f22f860b4160141a5

Observation 1a5b13b6-947f-46e6-811e-81aeb69cf977 · outbound

This paper cites GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-08-10T04:30:57.558654Z

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.

source=pdf_text observed=2026-08-10T04:30:57.384684Z digest=sha256:e2e0cfb49ddae1163d715a16ebc4a2e5c1760496af0345dd37406c8790ebc40d

Observation 7a452709-8673-4f2b-9f57-72e205068240 · outbound

This paper cites Large-message nonblocking mpi_iallgather and mpi ibcast offload via bluefield-2 dpu,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Large-message nonblocking mpi_iallgather and mpi ibcast offload via bluefield-2 dpu,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.959833Z

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.

source=pdf_text observed=2026-08-10T04:30:57.389375Z digest=sha256:d7b42dda38c54d2190d8b12bed302271e378e3da0d3652f0d289fedc2500bdd5

Observation 73e0677d-3327-46ee-bc37-03e8749c2e32 · outbound

This paper cites Network-offloaded bandwidth-optimal broadcast and allgather for distributed ai,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Network-offloaded bandwidth-optimal broadcast and allgather for distributed ai,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.944380Z

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.

source=pdf_text observed=2026-08-10T04:30:57.394449Z digest=sha256:8f1593adefd1b58f7d1c9fe45a9f0ee74e350283ad82e6d012afae07d24519b5

Observation 4d0c33fe-41d9-4291-94f4-73dcbdfd45a4 · outbound

This paper cites Squeezenic: Low-latency in-nic compression for distributed deep learn- ing,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Squeezenic: Low-latency in-nic compression for distributed deep learn- ing,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.929472Z

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.

source=pdf_text observed=2026-08-10T04:30:57.399454Z digest=sha256:8ee75ea106f27b02af4aa52036868a1656668b180beba1c6ea588461d87c2c24

Observation ae4dc100-c199-4efe-b962-e879bc665ded · outbound

This paper cites Omniccl: Zero-cost sparse allreduce with direct cache access and smartnics,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Omniccl: Zero-cost sparse allreduce with direct cache access and smartnics,

Reference 48

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.915151Z

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.

source=pdf_text observed=2026-08-10T04:30:57.404254Z digest=sha256:ec1a45b0f5997957ebbefb71bf2af963b81a4afc35fc52edee18f1f43e1f1a67

Observation 19a95c29-ec6a-4053-bba1-2cc3d21094cd · outbound

This paper cites DisDP: Disaggregating Compute, Network, and Storage for Model-Sharded Data-Parallel Training.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction DisDP: Disaggregating Compute, Network, and Storage for Model-Sharded Data-Parallel Training

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-08-10T04:30:57.535741Z

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.

source=pdf_text observed=2026-08-10T04:30:57.410074Z digest=sha256:198360807d4e961bf236c7fce0a89bb1fa37bee3de1ea67408a839ab352c55ab

Observation 6829d822-c31e-4b64-8038-1b9132eab075 · outbound

This paper cites Analysis: Forecasting and control,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Analysis: Forecasting and control,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.901620Z

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.

source=pdf_text observed=2026-08-10T04:30:57.414819Z digest=sha256:2aa57215bb6a34d0fa8ea930b9aae06bb558cb1246b68077e50ed614beab96c3

Observation 3d31933b-0355-4505-90e2-a776c6fdb746 · outbound

This paper cites Forecasting seasonals and trends by exponentially weighted moving averages,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Forecasting seasonals and trends by exponentially weighted moving averages,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.887600Z

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.

source=pdf_text observed=2026-08-10T04:30:57.419098Z digest=sha256:034eb509c17b93e5a1c1c974bba068e17b5c9096590db8b24650f8104edaeb98

Observation cba88bc3-0713-4350-8830-b59437d01e6b · outbound

This paper cites Long short-term memory,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Long short-term memory,

Reference 52

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unresolved
no resolver link, observed 2026-08-10T04:30:57.423844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:57.423844Z digest=sha256:3209b7ddd8f0f9be8ee2f2c2fec8892eeec9c20d4c1b58e04c346e95d897bf34

Observation a25074be-dae4-496e-9c2d-f009bcc627e5 · outbound

This paper cites Igb: Addressing the gaps in labeling, features, heterogeneity, and size of public graph datasets for deep learning research,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Igb: Addressing the gaps in labeling, features, heterogeneity, and size of public graph datasets for deep learning research,

Reference 53

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.863736Z

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.

source=pdf_text observed=2026-08-10T04:30:57.428304Z digest=sha256:1abb1338738cb73f8de5aec6e1c48fbaafeb56b4ca82c7e452c29e9cf8d85636

Observation baad6965-b1f6-4612-bf0a-25319e1397b3 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Semi-Supervised Classification with Graph Convolutional Networks

Reference 54

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no resolver link, observed 2026-08-10T04:30:57.432672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:57.432672Z digest=sha256:92b210a8987746e9665549dbd072e25986d56c2f43ae55e9d715af3ef0c36737

Observation d46e106c-0234-4cb9-8e90-e79de44952c6 · outbound

This paper cites Graph Attention Networks.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Graph Attention Networks

Reference 55

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no resolver link, observed 2026-08-10T04:30:57.437346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:57.437346Z digest=sha256:ce5a78ad2a1b4ce0c418671e2485b7eaa87a5d68ad3cab75ad2c466e35572cf5

Observation f545d8fc-f493-4e5e-92ec-6b86c69ba218 · outbound

This paper cites Staleness-alleviated distributed gnn training via online dynamic-embedding prediction,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Staleness-alleviated distributed gnn training via online dynamic-embedding prediction,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.849166Z

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.

source=pdf_text observed=2026-08-10T04:30:57.441795Z digest=sha256:1433f831e6768a6de39a18af1156e1e23ac6eb2812b645ed0b7aa6c7955189af

Observation fb633f1a-7a8b-4bcb-8a09-14f1b0460119 · outbound

This paper cites Conspirator:{SmartNIC-Aided} control plane for distributed {ML} workloads,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Conspirator:{SmartNIC-Aided} control plane for distributed {ML} workloads,

Reference 57

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.833885Z

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.

source=pdf_text observed=2026-08-10T04:30:57.446112Z digest=sha256:5920292120219a09c2981e8dc4d0de3482e3961c2afdcb77081ec38bbab515df

Observation ffa9bd36-edee-40a6-bb6c-6fcab3df91e9 · outbound

This paper cites Optimusnic: Offloading optimizer state to smartnics for efficient large-scale ai training,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Optimusnic: Offloading optimizer state to smartnics for efficient large-scale ai training,

Reference 58

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.704680Z

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.

source=pdf_text observed=2026-08-10T04:30:57.451331Z digest=sha256:fc493e814eecc74aa68ca7dac63057446049e867e7123e04546ecb356b6ec04e

Observation fe9cd649-fbd0-478c-a0df-5de3ecde7ae2 · outbound

This paper cites Accelerating cpu-based distributed dnn training on modern hpc clusters using bluefield-2 dpus,.

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction Accelerating cpu-based distributed dnn training on modern hpc clusters using bluefield-2 dpus,

Reference 59

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:57.689571Z

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.

source=pdf_text observed=2026-08-10T04:30:57.455949Z digest=sha256:35cae30db4b8b958f073fea54b6c18a0275649d730eebe93def445fa5f73fb5d

Pith citing papers

No inbound Pith citation observations are available.