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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.124437Z digest=sha256:b58560de336db5b92200779d46603a2d5c51f8fff85f4eb59f58f379ade3e5f5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.129216Z digest=sha256:d635b7ca43b36bd9b64b5f0c0d55e494a8108763e85e97459dbf9c5a660ed3bf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.144657Z digest=sha256:7194a5d3c572d3db2b898fc7329b07cd4c450a21076500ecd0f763bde440891d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.233968Z digest=sha256:9d29c0ff205feb39eb1023bed3043d1fa70b00c3aab2d92c5ab0dca5465fb2be

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.274803Z digest=sha256:29e50ae25e7c0941c6434b83e13d5fb2e70728dae37d31c2031a47fe723a6dda

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.317876Z digest=sha256:647d75fbfc97aab756510841c19c61a8950194b3e61fef14a4e35a3171a2fc67

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.389064Z digest=sha256:3b8c0aae0e10f2d84050202d007287e9fd586d3f2eaa7962058ad27f0ee1da88

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=sha256:202e0444a0ae2c29732b7a5151cf4bad327f94ef141a4e248a1ed6972b9901f7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.435691Z digest=sha256:4cf95bc9538158b25b86c09f7ecd0fa4614867666bfb9a1f84d43c4606a3b20a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.458008Z digest=sha256:f4a0241bfb8cff3f6e2ab469118feeaf2ba90a62e9e82f92db0506c609aea60f

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=sha256:4261f3bba1289429ae90175e925c2b850d96f24b953a43b673a3534d6643af3c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.480984Z digest=sha256:e800b590c643c2f7c69323b6556c370d353cc00e6e1b867993fa40998bc0aa0c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.533216Z digest=sha256:763f03089061db6e2dacbd59427169115d21a49ee685ee6985b3b814a9529142

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.592999Z digest=sha256:ae3f7cf6e258d7ae59925981ad54368eb74ca9aeb07f9ed27e79ec65551f5b5c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.670720Z digest=sha256:f99f0a60b4d121e096f123b83389e9cadb6c006c1916192bdc504f872d421321

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.733950Z digest=sha256:e109afe5d045e21b3b7dedc2d9d1119e36c2785543fae2dd984347610e1864f2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.769768Z digest=sha256:630968ce2a030f19c83f1b6e475fff0e8b67b92da374f0ae359356e24d9e288e

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=sha256:37a2422e48333f18c0c3ad637b3d161cf11f0614e819669c5bc90e977a690bb0

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=sha256:78cc84f66c65d2c0d49a110bb300385050056e36523b1a709658f95569cdee47

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:c2e044b6377d1879c3af181f2a9dfb4422a339435998f9e76f86f78a85cae7a5

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=sha256:7158e642ff43af50e080a8ef67b40010967e1e05b7c6fec76e8bf88c8e62286c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.990154Z digest=sha256:de686fbf9f90e2996b89b4397ff9a081a3d49f7067681e9c483a8b9d5fc90d43

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.002154Z digest=sha256:ae3d39ed5abea96ec7eb18ddf84bb02465b0c2c6b4a937ebc127e3e2d404791c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.067048Z digest=sha256:200c91def28a5a22d6c48d55f469a17c4a7ecd92b1f6d002ab1a60ad4f209b3d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.122634Z digest=sha256:80f0302de4460ec9d5d9042ab907975922c10e01955ccabf7141b4db479c371e

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=sha256:3e3bdfd62e7e8f930b118fb6373ac1e5aa83f542390daf2cf758b67616e9bd5b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.166167Z digest=sha256:d2fb42d3855c17f5ca364eea9098eb9db9ab277ab45d40068c7a892ef72cb532

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:a69ceb9b2dc5a861cdd1a1c46c6ec8a902ebb49f816aed29e9a0c07bc5f6716d

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:f8cb38905a1f0c59b4548c3897fdc7c884891c2107dd6af2c1493f3120fed328

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.357800Z digest=sha256:7df35528325a6431c8a557e07fa9ba867809857b031b7317fd4f6f9225966b15

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.363937Z digest=sha256:43e6da358e1aba955e68636d5a96ea5bd3ef3304905f4bdb8102dc8d3cf991bd

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=sha256:2dc55d5e72e03bb27d9ea2df1183066c436aa88a87c22bfaafda9231f5d263e9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.373570Z digest=sha256:e3d6fdcaa6dcd2bcb988570c4458311bfe5f28c6005d5f1c154fead477ddca10

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=sha256:9cfdcd8d4496067e3ac3d6d5e7e406799e81399d0a229a5ac90892f541bbe91e

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=sha256:05f06320d381ed107eb66e44ab5037cb1840307562798043d0a07d9d5015e72b

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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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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source=pdf_text observed=2026-08-10T16:33:24.542674Z digest=sha256:5353fd6d9dc8c1c6e7b1fbfb0fc9c58ad427b6a9245426353e07730310c2a518

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=pdf_text observed=2026-08-10T16:33:24.649300Z digest=sha256:23f3879ef0929030ee62ccb7f5a68be2aa67d1c695f2a6136388aacb788f39fe

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

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.694085Z digest=sha256:d1b0d0d562ea192925b74cc24887f86f6a59be2acf62938ecfa2bdc364e45de2

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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source=pdf_text observed=2026-08-10T16:33:24.745216Z digest=sha256:cc5d8b64b59a0545fdd229a83d1e2b34b322b4cf7f50cf550786c695ab4de153

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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source=pdf_text observed=2026-08-10T16:33:24.825516Z digest=sha256:f78ec0ce3a4f952ec1df7aa36838b50502c6a8ab767382765ecd910666484a9b

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

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.876586Z digest=sha256:aef18fd4dc764be797b6b718449dd606b99586fbe95b054561fad1bdc2a93cb7

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

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

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.890983Z digest=sha256:5665ccd6b5de2b09a3d25ee769a3be1f81108fc1a0d65e40c9eb23b406ccfea2

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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.981399Z digest=sha256:422ff512e3f9708fa64a7c5d36bc45e4e4380ece13c53e0d68a5f27e0657853c

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

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source=pdf_text observed=2026-08-10T16:33:25.048034Z digest=sha256:32b6af6616f384090202cdadf86c94daa8cca23352f2bab023ac615c4018abcb

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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source=pdf_text observed=2026-08-10T16:33:24.749430Z digest=sha256:9fc30dc7e9a18ec054071a6ce4683bf5c70a61b22a76174899f8cf29c1e059a3

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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source=pdf_text observed=2026-08-10T16:33:25.080549Z digest=sha256:c365598e554e73dc697bff0c9e626ddbb064d544776e04debea1be118074a23a

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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source=pdf_text observed=2026-08-10T16:33:25.085970Z digest=sha256:44cf7a6bc9cf4a9b643f315494be9d66d66c4bc24206bc619b455725b3dac80c

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=sha256:08da62830cb34d9960e25f824bdce87007df2fa62670e4516192f0374f3fae71

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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source=pdf_text observed=2026-08-10T16:33:25.159288Z digest=sha256:9786612eba3ef46955bed445c1bcb90215c88c2754ee82f45187b01c96cd3a11

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

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:25.210249Z digest=sha256:cabd2973a3b3217a9ed8071d985db3a4220b836a809a553c62e0b802d3e26b0e

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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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:25.075928Z digest=sha256:f1aecee982d4c419b710423ceb58cb4e1a94d3ed34940c75ab8a28c14ed088a8

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.235104Z digest=sha256:fe1f19c354c490cec4c2aff1925b2a8870af73e3e1b5e40fe34ce754f6b6f71e

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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source=pdf_text observed=2026-08-10T16:33:25.240725Z digest=sha256:5f7a9c317ca57ccdc206607c22ea95c0ede51ad008bee1c902affbda13872a25

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:25.282062Z digest=sha256:a2861819b0f6294ad55fcbbae0f2dcf92e0a15c2f042679cb59723785c43c93a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:25.346635Z digest=sha256:8e34f5d1c6359003f9a004e9769b2633dbb13353f5bc857dc2889a300943de88

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.401619Z digest=sha256:7c412ce96113f2e50e2c6a095c9c5f68b700899ad6495fdd7c26a0bf356acb58

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.229756Z digest=sha256:56f4233336e6366af7c10c13cb68c65639411c734d8a082b86a06eb53899dbbb

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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source=pdf_text observed=2026-08-10T16:33:25.423023Z digest=sha256:4db8b854bc5945eedd9118efc13115ec836fb1a97c5db5b38c5e56883f2ac6ad

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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:25.456350Z digest=sha256:aa4cd37c7544748a3b5d8356bd30da85e94cbd8964a31edb8f20c6930f168e61

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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:25.518144Z digest=sha256:2c2ef52b65648308d376d06aab8d97d8df11c1364a8da93ef9486d599de46c93

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:33:25.559883Z digest=sha256:3ede4aaad65741be3710f3d36afbd1c015deaa5923a8fc11cded43e172f939fd

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=sha256:506d4b3040613394977d294b209fe706fe93203b271ab6d83004e1e2d45ff29c

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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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:bb5c3afea3836e7217ce072cafef07839dfd36187b914a1ef11f4592ac46c3b2

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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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=sha256:418def77417500f23e0430d17d28fdc43e23076208c612136a745a799af1a8d8

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:24.610666Z digest=sha256:b55b15669ce226ae96c1b7f4b9cff183368fc89ef2fc9936b12970cca803ba7c

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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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=sha256:39adad2e03615d671e50bd6449a27bc7b7bc11348c576f89b60fb0ec69f6f710

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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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:f23429dfb1a36ad445cf4893239f3be4ac2af925c1ac21fb751dad2f5120a792

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T16:33:23.462031Z digest=sha256:5c3e1c4d1c18f0b9a965b8672d607dc8013117036fa78f8541f89230658209ae

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T04:30:57.384684Z digest=sha256:e0e6adc0f977025ef40a7c6e62dea57d700e524e077f9f327a843cffff813cec