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Paper Citation Record · LEDGER

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

As of 11 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 1 inbound Pith citation observation for arXiv:2502.15712.

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

pith.paper-citation-record.v1
2502.15712 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:33:25.593960Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:30:57.384684Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T04:30:57.552923Z

Reference resolution

69 of 69 outbound references displayed

  • verified exact6
  • verified fuzzy4
  • unresolved58
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a2de77e0-f12d-4dea-9c95-8766111bacde · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.794079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.124437Z digest=sha256:b647813d7d3de18dbc0ce571cdfd22ccf1fc807637d1895ec933adca298fbbad

Observation c63dd595-4cd0-4231-a901-bef3340fb57f · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.602177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.129216Z digest=sha256:1b712f67bae6abfd1db5b764d508d705fbf5ae911a1e2752f93c70f6b764dc07

Observation 5cb240fc-d9b8-4aee-ba81-c21fdaea7e60 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.563891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.144657Z digest=sha256:0219468fbdb067eef75903f4e73ecab3a0631e3fc435deb1891cfe89029ccebc

Observation dbc7b722-64b8-4663-b92a-e456089f3887 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.552544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.233968Z digest=sha256:01a45156f648989278b4c5d0f6fd6d679a05be3d5dd347fc5205d76de114a708

Observation cb78de39-e1df-4780-b975-9e72121bb8e0 · outbound

This paper cites NVIDIA Data Loading Library (DALI).

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines NVIDIA Data Loading Library (DALI)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T16:33:28.523382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.274803Z digest=sha256:c76985493ccab27a3be54929523f191bfae3b881e67db007f0b2a464cb854d29

Observation 0aac97e3-ddca-445b-b3ed-9b0e2f76ebe3 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.484928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.317876Z digest=sha256:748ec9536cfcf02dfd530869c1163622e515c5e20ffd77ee9d5262b9108e41f3

Observation f459db45-19ab-4384-81f7-661c85bb7e74 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.312085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.389064Z digest=sha256:d939f90427994f5106b05a8745e6fb68d23e58da887a70310d92a34e13f57e95

Observation bdc796f3-c0b9-4ad6-b49a-07b290e424f4 · outbound

This paper cites Approximate Caching for Efficiently Serving Diffusion Models.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Approximate Caching for Efficiently Serving Diffusion Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:23.428661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.428661Z digest=sha256:b0dcb7f78fb5997fcc22d329fc685a93fe3365a992cdac3c8d5eb6d3582066b8

Observation 3b64a820-fb8c-4c8d-8034-da2d5da8e571 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.276817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.435691Z digest=sha256:7a81b658b5c8f219d387f5093f8346096fba2d2f6f6455df5f8f1ee42f9c5d90

Observation e2ad3785-341f-4159-b913-cf9f9293d69d · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.265530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.458008Z digest=sha256:8a77b8071b290cca31bca26df1ddd4678009c2e564843017c643fdc0d914d085

Observation 93a746b8-6bbb-485a-a206-043793e88501 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Constitutional AI: Harmlessness from AI Feedback

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:23.465518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.465518Z digest=sha256:8b03f7e238b3659480d503132d4d3b38cea25c85cbd90b38289a1becca73f280

Observation 4fc0640f-c588-4dd0-9439-8b505ef37a59 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.211085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.480984Z digest=sha256:1abb37119cbff66e08a446cb4bdaf26dc842d434abf31f10030744feacbff3ab

Observation 9887fc41-9348-4b99-a398-6ade40c3fcb1 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.061334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.533216Z digest=sha256:8447022dc25732c16d65cc767bc1b1faafe66a539963494302a30bb6baa51a39

Observation a8d7d2ad-5a4b-41fc-823d-b89bb97b4b5b · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-10T16:33:25.752122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.592999Z digest=sha256:da768e60eaf3f42f8eda04f855c0d4e4be125c1578dc6b05630e151d213ae665

Observation 558c95c8-380e-4014-be4b-1bdab66cbc9b · outbound

This paper cites Clipper: A Low-Latency Online Prediction Serving System.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Clipper: A Low-Latency Online Prediction Serving System

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-10T16:33:27.104128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.670720Z digest=sha256:14c7655a5f317540c6fe63ad22a72a1ff3d9064516196c95c46bdf3ebdcaae14

Observation 6cce6a89-f388-4453-af47-79c47c4fde7c · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:27.912885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.733950Z digest=sha256:396cf04db82a158a63857c5aeb80ddb4c3f61f2bb0849a445908fdbe59f1acf4

Observation f3dad4ab-21cd-4ae2-b0c0-9b243ca2b492 · outbound

This paper cites Murray, Jiří Šimša, Ana Klimovic, and Ihor Indyk.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Murray, Jiří Šimša, Ana Klimovic, and Ihor Indyk

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T16:33:27.900504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.769768Z digest=sha256:8d3cfeb3b41e032ca9c5a049885abcff117cd7b03570ba1ec4a101d208f2d920

Observation fba9fdab-2d06-4764-a3ba-b3992d4dba5b · outbound

This paper cites PACE: Improving Prompt with Actor-Critic Editing for Large Language Model.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines PACE: Improving Prompt with Actor-Critic Editing for Large Language Model

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:23.790834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.790834Z digest=sha256:c676fb733451f0be9f3f12f81b248e7057cd1f8865e93ef0c4b998f444ef9557

Observation 295cf230-8226-4770-a0ee-9b47af0b4085 · outbound

This paper cites Efficiently Scaling LLM Reasoning with Certaindex.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Efficiently Scaling LLM Reasoning with Certaindex

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:23.795354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.795354Z digest=sha256:ec2304c89114156d9307e5a013f5ea1f79fb3e5ce731973ce2d82cad7230fcc3

Observation ecd9aa43-7d54-45fc-9935-43be13fbae9e · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:23.873028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.873028Z digest=sha256:e76f9ed5c23fc7b46beb4a6ba430e419cf6cab70d4496e227664a3dacb6f910f

Observation 903d50b2-dead-40ca-bbef-2dd3bc79dc08 · outbound

This paper cites Gerbasi, G.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Gerbasi, G

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:23.950289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.950289Z digest=sha256:6b49d15282540adb71877ffff017481bf574ff4bd54abba0bd8938228c56c2e3

Observation 381c63fe-147b-4724-8100-48988305268e · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:27.888562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.990154Z digest=sha256:977d91990ebe69af34fb6726078f8e93c7ba28e92e7938e90e76b68f2bff83e1

Observation 01074a18-c49d-4ac8-b45c-f798a32af583 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:27.878807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.002154Z digest=sha256:a598a4f01d249e9bc94819470b88c3e650cc621727265002d976bc74d20d74de

Observation de939857-7a41-4b55-a7c1-7dc7077a85c8 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:27.856523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.067048Z digest=sha256:bc3adb19caacc6cbc5872334a3b3b344680be8957768bd131bda78fcbf37a008

Observation 43d46054-fcff-4ed7-9e7a-13bd969e8837 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:27.738179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.122634Z digest=sha256:3dd3545e9ad3aaa46f5f53bd206f19503a47a8ae5c6ed77432880a5bba8d503e

Observation dc2ca0db-9c2c-4097-85ee-31defa86969f · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:24.157144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.157144Z digest=sha256:aff2c64044c491413408cc3551e881cdee37a5e210643c3e5e93dba4234fa884

Observation de8e8962-0ca3-4ef5-94b7-776afd0e823f · outbound

This paper cites Interactive, Effort-Aware Library Version Harmonization.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Interactive, Effort-Aware Library Version Harmonization

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-10T16:33:26.823481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.166167Z digest=sha256:1136b0ebdddbabe1a5a8f613c9cc9ac240b8f261d061a02f50ce221ed2ab6102

Observation aca16cf1-9d59-4760-a1ea-3708c69704c2 · outbound

This paper cites RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:24.236044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.236044Z digest=sha256:703362df3ca5516de63027692abc26f186a455f5d3441c469dd82892ae6148f6

Observation 017cf223-cb1a-40fc-857e-f6ae3733c8bb · outbound

This paper cites The Kinetics Human Action Video Dataset.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines The Kinetics Human Action Video Dataset

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:24.324204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.324204Z digest=sha256:ffe94b497f61aaf8f582cd6af4799b0f0babef2f5e97a80bad18e76ea3d67f8a

Observation 86a7ea48-501c-409d-b6a6-2ae2e165d20e · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:27.720034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.357800Z digest=sha256:cde4737161132dd18d5eb2c3a076965cd972a768ec723849aca954793952fcf7

Observation 744f901d-26a6-416a-8ef8-8dd03fe6cb21 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:27.710473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.363937Z digest=sha256:f12cb0e283ac81db8dab8024dc2b20099424f324419d5e4ead977682063da508

Observation 5083e1c8-8629-4489-9920-70214b6be8d2 · outbound

This paper cites DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:24.368118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.368118Z digest=sha256:34d4b6a98d4755a67e1333c51a3f98ccccd209bae2d63e8057288667548d3ab0

Observation ba7bb80b-f2c9-4092-acf5-2450c0dd4252 · outbound

This paper cites Gonzalez, and Ion Stoica.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Gonzalez, and Ion Stoica

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T16:33:27.699281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.373570Z digest=sha256:bd8f17d7ba358a94e2f7dc934d8b5e18a117b7c71f77593ea1f2a46ffcd83c5d

Observation 897350c8-c3ed-446a-a77c-07e545f88b86 · outbound

This paper cites Parrot: Efficient Serving of LLM-based Applications with Semantic Variable.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:24.378854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.378854Z digest=sha256:902f8b3d0ab467e3e07ff33061e42b28893a81982a2c61f6f457914abf41ed7a

Observation 455ac1f9-17ff-464c-a0bb-092a2f8a137b · outbound

This paper cites Visual Instruction Tuning.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Visual Instruction Tuning

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T16:33:24.383614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.383614Z digest=sha256:4501c3540c5a0a45daa1bfe5a350d75e33a228060c634052436c1521d5936696

Observation 5396d5f3-a174-47a3-bbfd-832d6c8a7a09 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-10T16:33:27.678078Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.388164Z digest=sha256:5f12f4cd914e8321235b5bf27efd51a729107a97957792b2dca083e788b9cdd7

Observation a85bca1b-3392-4896-97cd-e6519e8b5101 · outbound

This paper cites Rajalakshmi.

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

Reference 37

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raw_fallback, observed 2026-08-10T16:33:27.625775Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.542674Z digest=sha256:cedc8b91c113fbb74426321a0f3c466e779caca13b7c612d089d41266c6af5a3

Observation e631e28e-a333-42f5-b470-b92286634738 · outbound

This paper cites Splitwise: Efficient generative LLM inference using phase splitting.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Splitwise: Efficient generative LLM inference using phase splitting

Reference 38

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T16:33:24.649300Z digest=sha256:146e89fe9aed5ddfa8f78c1155c00a73af69537681c0df4f0b16e6b345797420

Observation 8e36d4ad-2915-4ed3-8fea-02cb17e175d4 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 39

Resolution
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raw_fallback, observed 2026-08-10T16:33:27.566897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.694085Z digest=sha256:8d87849a929f609184d14a2d5f8c6c2336a0ba3a7cc07f615856ec8e3c507c8d

Observation bf0278de-d918-4bc1-9b3f-984b22787a87 · outbound

This paper cites Mooncake: A KVCache-centric Disaggregated Architecture for LLM Serving.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Mooncake: A KVCache-centric Disaggregated Architecture for LLM Serving

Reference 40

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no resolver link, observed 2026-08-10T16:33:24.745216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.745216Z digest=sha256:985a8f3fa70cf10e3ac7645b16ee332d9cf7739e3bdb36d71bf7deb2e93f8ec3

Observation 564e1fc0-e844-4fd8-b05e-a3ea0262330a · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 42

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no resolver link, observed 2026-08-10T16:33:24.825516Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T16:33:24.825516Z digest=sha256:9e0edeb970c89c7405e987bf30ef46d7fe86dd2ae98dc4da434b0b59a7b348b3

Observation 8e44782e-0334-4e47-8e6a-c441e7397fee · outbound

This paper cites Tabular Learning: Encoding for Entity and Context Embeddings.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Tabular Learning: Encoding for Entity and Context Embeddings

Reference 43

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verified exact
local_arxiv, observed 2026-08-10T16:33:26.339181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.876586Z digest=sha256:8ec0a517c8928ce2c695fd37b1c239726a20e30312e7909014a1272d372f85ae

Observation ecc9af17-2dca-4b1d-beb2-5c07b9e69d31 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 44

Resolution
verified exact
doi, observed 2026-08-10T16:33:25.689365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.890983Z digest=sha256:c67aec0bf88fcf243270d1c14b8f42be65dbea5e962e1b55e5fb154edabce25b

Observation 883fe4c7-3940-4f62-b395-ca45a8f24cbf · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 45

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unresolved
raw_fallback, observed 2026-08-10T16:33:27.463067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.981399Z digest=sha256:cc71c639a32fd61d771d8efea735dad4ad0e319a1890417697052811779cfbd9

Observation 7f873352-6320-4b72-9192-af0279d0a836 · outbound

This paper cites Berg, and Li Fei-Fei.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Berg, and Li Fei-Fei

Reference 46

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no resolver link, observed 2026-08-10T16:33:25.048034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.048034Z digest=sha256:effdebc8206c6aefab9e454f8882512ce4ed0c6231155c5aa9062e828e3a9d57

Observation 62f5707e-47ef-4753-bb5c-cc514ab4de5a · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Learning Transferable Visual Models From Natural Language Supervision

Reference 47

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no resolver link, observed 2026-08-10T16:33:24.749430Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T16:33:24.749430Z digest=sha256:01d9e7da6517dc352fecb202c4542fafe3ffb81fb5d58040e519fdbf3f21fded

Observation c919de5b-8b59-4b65-a2d7-01b2d4a3c870 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 48

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no resolver link, observed 2026-08-10T16:33:25.080549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.080549Z digest=sha256:0152efdcbf601dbe33e0f4393dfc93d3c28dd2cf02379fb4657e53be012ad3b2

Observation 7c336bf2-13c1-45cd-9af6-88a78e271a8a · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 49

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no resolver link, observed 2026-08-10T16:33:25.085970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.085970Z digest=sha256:df16a8598d549f28ed07d5e42f38e8eed74c2906420c080740878dcfb1c110ea

Observation b40410ea-ccfb-404b-8828-e4f86c3e5afb · outbound

This paper cites Two-Stream Convolutional Networks for Action Recognition in Videos.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Two-Stream Convolutional Networks for Action Recognition in Videos

Reference 50

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no resolver link, observed 2026-08-10T16:33:25.090640Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T16:33:25.090640Z digest=sha256:420caa0f465f2e83f2f7623dc91427360ee2acbfb0f5ae1a679c45e5a0d15f5a

Observation 865bca11-e37e-409d-be61-c869cb8f8258 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 51

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no resolver link, observed 2026-08-10T16:33:25.159288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.159288Z digest=sha256:43793c4039774c574be41827c1990f6890e8149be508b8fa1a1121ce54474050

Observation fd8d40c0-c697-462a-9bb2-984132655e2d · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 52

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unresolved
raw_fallback, observed 2026-08-10T16:33:27.404078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:25.210249Z digest=sha256:ac12f134e2214cdbf5fe77e2c794128cf7d5aaaa57257833cba9f8ae2127507b

Observation 50d98eeb-c17b-452e-b35d-43bd3d4c47a3 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 53

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:25.075928Z digest=sha256:7c2b34687d5fce16e1806819ca6d1f41de03edfcbf3b135971fc1176a337f763

Observation dbb1cc49-4350-49c6-b87b-cf3883992f72 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 54

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no resolver link, observed 2026-08-10T16:33:25.235104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.235104Z digest=sha256:520606d9a96b84a5e4fe3fe80364e3dab204a80ffec2d90d58f159c62b2a820d

Observation 18ceda0b-27bd-4f58-9be6-26a3810e9e0d · outbound

This paper cites Preble: Efficient Distributed Prompt Scheduling for LLM Serving.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Preble: Efficient Distributed Prompt Scheduling for LLM Serving

Reference 55

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no resolver link, observed 2026-08-10T16:33:25.240725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.240725Z digest=sha256:6fd5c12bc8da4bef45cb17fab3dd4e4e0fab18e9720f719dfab40e269b4d430b

Observation 6964d312-f7f9-43e5-b527-835b4a2d8459 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 56

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unresolved
raw_fallback, observed 2026-08-10T16:33:27.392933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:25.282062Z digest=sha256:c723ba46b739c8f79ccdbc107e5fa26dc0ec0d71c53de394059de8134408f61a

Observation 03b2b5b3-725a-4797-a42c-43ad1bfc5373 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 57

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unresolved
raw_fallback, observed 2026-08-10T16:33:27.382123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:25.346635Z digest=sha256:1a4508f54bf4850d673f8ef4bb9c453652150094549f426f5e750a6ccb4001cd

Observation 4339c497-cd52-45f3-95a4-cce2544edcef · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 58

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no resolver link, observed 2026-08-10T16:33:25.401619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.401619Z digest=sha256:cf0bcb5772eb7e2571d763da3638e104d2e37a4b5b8fe9509ec57f934a525fd7

Observation f2a2d227-afbf-4fa5-b10c-5b172665be26 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 59

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no resolver link, observed 2026-08-10T16:33:25.229756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.229756Z digest=sha256:58ba20ac2341f436295e76f7fc10632e4d7fe234b60ec2484a0e11d1a30b4a25

Observation 7b216849-398f-46e0-a2dd-a01025165f55 · outbound

This paper cites CacheBlend: Fast Large Language Model Serving for RAG with Cached Knowledge Fusion.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines CacheBlend: Fast Large Language Model Serving for RAG with Cached Knowledge Fusion

Reference 60

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no resolver link, observed 2026-08-10T16:33:25.423023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.423023Z digest=sha256:3af9ef0a22fe32719cf2820233ba882ebd33437c3dfc87bce19197571824ff70

Observation 68810d98-f9a0-40f6-8c40-44dce3979f7b · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 61

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unresolved
raw_fallback, observed 2026-08-10T16:33:27.361437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:25.456350Z digest=sha256:610f4d3a5c1bc4afb459a767be3e87d95f6ccb02b040d3a7726d87dcf24f9160

Observation 654820e7-54dc-48ea-88e3-314b04197b2c · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 62

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unresolved
raw_fallback, observed 2026-08-10T16:33:27.249166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:25.518144Z digest=sha256:3f0f6096b3a5bbedc9672e43bca0de815a111f5bfc99bb5a831afd9c3519d976

Observation e7439eab-73d9-4abe-813f-eb96486c292e · outbound

This paper cites Accelerating Retrieval-Augmented Language Model Serving with Speculation.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Accelerating Retrieval-Augmented Language Model Serving with Speculation

Reference 63

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no resolver link, observed 2026-08-10T16:33:25.559883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.559883Z digest=sha256:b07eac97785e62fa215ada705338b97bc1263cc64762e8429245d2356e8eade8

Observation f842c940-1cfa-4cd7-8d6e-dab5898ba3c2 · outbound

This paper cites Review for Handling Missing Data with special missing mechanism.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Review for Handling Missing Data with special missing mechanism

Reference 64

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no resolver link, observed 2026-08-10T16:33:25.593960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.593960Z digest=sha256:0d792901a9751b39dd347fae391fdfeb3b13c8b613a2be9954cfac1e8214d87f

Observation 51eaf725-12ad-476d-83df-60eab55bc892 · outbound

This paper cites Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions

Reference 65

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unresolved
no resolver link, observed 2026-08-10T16:33:25.417918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.417918Z digest=sha256:498d11a186c3be654a51e69cec3dfcfee7cdea19aaf516502808fac6be4aad36

Observation 237c2101-8661-47ae-8333-3691b11ff47c · outbound

This paper cites Deep Residual Learning for Image Recognition.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Deep Residual Learning for Image Recognition

Reference 2015

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unresolved
no resolver link, observed 2026-08-10T16:33:24.161126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:24.161126Z digest=sha256:c067d5ea2bd0da8c6600dfe2fb41a00900b0a21bdbe4c356c726d20294fb6b84

Observation 6c039b0c-4e4f-4984-bfb1-6aa2058343e4 · outbound

This paper cites In 2021 International Conference on Smart Generation Computing, Communication and Networking (SMART GENCON).

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines In 2021 International Conference on Smart Generation Computing, Communication and Networking (SMART GENCON)

Reference 2021

Resolution
verified exact
raw_fallback, observed 2026-08-10T16:33:26.595717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:24.610666Z digest=sha256:dffe80c688a9787a64e693ebb306e922644bb7d9d2f56054ec973fb2b2f25032

Observation 1fe77a1d-50ec-4d0c-b45f-31d07352f173 · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Flamingo: a Visual Language Model for Few-Shot Learning

Reference 2022

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unresolved
no resolver link, observed 2026-08-10T16:33:23.448566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.448566Z digest=sha256:d173f792fe1916e196721a9611608abe172990a7075a50cf3783711ff308aa31

Observation 108a9d9e-1eab-4de0-a8f2-6909738d0dcd · outbound

This paper cites ImageBind: One Embedding Space To Bind Them All.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines ImageBind: One Embedding Space To Bind Them All

Reference 2023

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unresolved
no resolver link, observed 2026-08-10T16:33:23.996080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:23.996080Z digest=sha256:df740d086083a8b64c600c87b5872a529378a7f54a405cd7a0a213a6103d3bec

Observation 12c39d7d-31d5-40d2-971c-6fa1cc5c8ab9 · outbound

This paper cites an unresolved cited work.

GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:33:28.252145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T16:33:23.462031Z digest=sha256:65836469806859a5cc31bac537a5f57a845905df9843857a3d936203de304d5a

Pith citing papers

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

SNI-GNN: SmartNIC-Assisted Full-Graph GNN Training with In-Network Embedding Prediction cites this paper.

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T04:30:57.384684Z digest=sha256:418a19b847c2c4421e5dd9c7c1b730dc1a6de5ccaf25928dc01e505b77c5e8b9