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Paper Citation Record · LEDGER

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization

As of 18 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2505.24269.

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

pith.paper-citation-record.v1
2505.24269 v2

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:32:42.317444Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

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

48 of 48 outbound references displayed

  • verified exact10
  • verified fuzzy11
  • unresolved19
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95ffaec2-ee72-41fa-aeae-df545e2982d5 · outbound

This paper cites Isolation Forest.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Isolation Forest

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:37.991263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 38b82ac2-0bae-4e24-b000-290548f71da7 · outbound

This paper cites Tanenbaum and David J.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Tanenbaum and David J

Reference 2

Resolution
verified exact
doi, observed 2026-08-07T12:32:43.940895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.089558Z digest=sha256:9a63dc09bc10534348d1c5bd0cf8762da7d4bdf4b049551716b61f2fa8711b6f

Observation a029bae0-0010-4f1b-bdbb-d6d262098705 · outbound

This paper cites Low-rank matrix factorization for Deep Neural Network training with high-dimensional output targets.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Low-rank matrix factorization for Deep Neural Network training with high-dimensional output targets

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:38.251913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:38.251913Z digest=sha256:7340a3965fdc1b1e4fe58f23fe6e821688a519e5d3002032899a328e75a14c09

Observation e89c9a6e-fb60-4e2c-843b-4140bb31502a · outbound

This paper cites The Algorithmic Foundations of Dif- ferential Privacy.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization The Algorithmic Foundations of Dif- ferential Privacy

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:38.368288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:38.368288Z digest=sha256:71b6dc4afe86dc4de218e515468d4732b9f405c1e24dcef9fc79a2a7f8ec8ba5

Observation 1c45af66-685c-4e56-8be2-b09d29efea71 · outbound

This paper cites XGBoost: A Scalable Tree Boosting System.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization XGBoost: A Scalable Tree Boosting System

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:47.821758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.474075Z digest=sha256:a856aea8513a6f5237d47cc5f1426b27b6e0bd4c469f5e6cc52e44322bdcba21

Observation 79e048cc-dce8-436b-a970-dc9f69fb0bfc · outbound

This paper cites an unresolved cited work.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:47.564663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.638066Z digest=sha256:ce51911b25f13d5e9ac561dd9d0d4c0a21240c27175ca919cb38b2651bf6178a

Observation d91648e7-f1fd-4ba3-9244-6f1f26ee6e68 · outbound

This paper cites BotGuard: Lightweight real-time botnet detection in soft- ware defined networks.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization BotGuard: Lightweight real-time botnet detection in soft- ware defined networks

Reference 7

Resolution
verified exact
doi, observed 2026-08-07T12:32:43.793118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.783133Z digest=sha256:b85fcfd1b6b2f5bcb7a9fb6add6a42aa911c69f8c2332a13db66c13d2a44bdff

Observation 17563c70-a410-4b32-a4ec-4b6ec63e176b · outbound

This paper cites Neural Architecture Search with Reinforce- mentLearning.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Neural Architecture Search with Reinforce- mentLearning

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:47.261841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.863434Z digest=sha256:1db57b264b7f3946305be1a8a5cd57f5de085ae30e2c1e169614e71fe3ac0230

Observation 323249a8-5a68-4c99-a329-e9d27774d202 · outbound

This paper cites N-BaIoT—Network-Based Detection of IoT Botnet Attacks Using Deep Autoencoders.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization N-BaIoT—Network-Based Detection of IoT Botnet Attacks Using Deep Autoencoders

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:39.053383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:39.053383Z digest=sha256:c36b0e2fde55e0e8d40dba80376a086e77cdfae7286a96f5b6f8202dcb50adb8

Observation ac04756c-caf8-42c4-8ed3-2002046fa312 · outbound

This paper cites Generating Long Sequences with Sparse Transformers.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Generating Long Sequences with Sparse Transformers

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-07T12:32:47.021579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:39.131324Z digest=sha256:6040ebc0b2f09fe110aa89536de77b7b2f3c2308d59d298f78218d446ba492d7

Observation 71737116-60da-464a-a02a-9bddf1d2bd53 · outbound

This paper cites Secure Multiparty Computation (MPC).CryptologyePrint Archive, Paper 2020/300.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Secure Multiparty Computation (MPC).CryptologyePrint Archive, Paper 2020/300

Reference 11

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raw_fallback, observed 2026-08-07T12:32:46.910815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:39.331164Z digest=sha256:7b9ba9caceb04dfb4f533872ab57b584572098d5b455e084aaf53b4cc47c8340

Observation 0c6981b7-000e-4b29-826e-032631098dc7 · outbound

This paper cites An Overview of Neural Network Compression.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization An Overview of Neural Network Compression

Reference 12

Resolution
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no resolver link, observed 2026-08-07T12:32:39.403138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:39.403138Z digest=sha256:fe460f6a40133565b9b9317a4d0845fc05a6b94846e565d16dc59666e8d24214

Observation 818cae5d-e5df-49f8-861c-2726e884bc3b · outbound

This paper cites Autonomous Vehicles.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Autonomous Vehicles

Reference 13

Resolution
malformed identifier
no resolver link, observed 2026-08-07T12:32:39.477116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:39.477116Z digest=sha256:783b1cfe31e4970a1fa0b9b63e5ce05eebd9e262e814a3ba19b50fc0900d8983

Observation 91bb084f-3ceb-49bc-bbc0-832bad579896 · outbound

This paper cites NetFC: Enabling Accurate Floating-point Arithmetic on Programmable Switches.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization NetFC: Enabling Accurate Floating-point Arithmetic on Programmable Switches

Reference 14

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:32:45.670534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:39.546912Z digest=sha256:b3d56c990ba9da03c9179ee2d573a2cee08e1e6659a13141d445c6b673d41f7f

Observation e783414e-ef46-43a6-9137-5d43f4fe3cd0 · outbound

This paper cites In-network Aggrega- tion for Shared Machine Learning Clusters.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization In-network Aggrega- tion for Shared Machine Learning Clusters

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:46.791759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:39.612505Z digest=sha256:41ed9bf12fdf6a7cc3f078c8fbe7e01c8e3e6d50c7a690cc008345bc2426b377

Observation e9a55e98-84b5-4381-8eae-2c35683cd937 · outbound

This paper cites Knowledge Distillation: A Survey.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Knowledge Distillation: A Survey

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:46.668843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:39.672572Z digest=sha256:dcdb8b74383bf435452ed6144afcab70e11bf4dd5f22e3767be0cf20b4c90d54

Observation 01303fd2-092c-498f-a721-1ead75fb93b4 · outbound

This paper cites P4Pi: P4 on Raspberry Pi for networking education.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization P4Pi: P4 on Raspberry Pi for networking education

Reference 17

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:32:45.477323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:39.877793Z digest=sha256:6488dac231c65b8c1738fcfad25cafd5f854b9b9c35d98d1f8a6019274969ade

Observation 989df74c-9792-45ee-9cda-8cb838c777ea · outbound

This paper cites The Programmable Data Plane: Abstractions, Ar- chitectures, Algorithms, and Applications.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization The Programmable Data Plane: Abstractions, Ar- chitectures, Algorithms, and Applications

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:39.957529Z digest=sha256:2cce5cf340154f1a95e5ae352a54ddf9086bebcf524d6f8915d0b855733196ed

Observation f94b2a47-68f0-4505-a040-926018f02cb3 · outbound

This paper cites A White Paper on Neural Network Quantization.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization A White Paper on Neural Network Quantization

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:40.041460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:40.041460Z digest=sha256:52a341eee08942462a21edb9d75b2ba6f84b3c033b9b034ae6de7ca8e7db72f0

Observation 61bc2023-e63a-4807-85de-c3079b5bf471 · outbound

This paper cites Network for AI and AI for Network: Challenges and Opportunities for Learning-Oriented Networks.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Network for AI and AI for Network: Challenges and Opportunities for Learning-Oriented Networks

Reference 20

Resolution
verified exact
doi, observed 2026-08-07T12:32:43.587080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:40.119755Z digest=sha256:6015902c74b23a133c88075a6a609cc6194820ec509283bb0d5359ec15522d6d

Observation ba36fff5-51b3-462d-8fc3-993a6c85cc7e · outbound

This paper cites ScalingDistributedMachineLearningwithIn-Network Aggregation.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization ScalingDistributedMachineLearningwithIn-Network Aggregation

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:46.533916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:40.221432Z digest=sha256:180ac546be9a16b4fed702c242b7b808cd776e0a18fbcfc6258da26dd6856013

Observation a802da9f-07cf-4848-a700-f6b49f8f35c8 · outbound

This paper cites ScalingDistributedMachineLearningwithIn-Network Aggregation.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization ScalingDistributedMachineLearningwithIn-Network Aggregation

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:46.443150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:40.304304Z digest=sha256:5b22282b99b2691326449d5670a435e0a86416518ecd24adfff1b90c06ed4b1b

Observation de748d97-2479-4510-91f1-54fdb57332c2 · outbound

This paper cites Energy-Efficient Data Transfer Optimization via Decision-Tree Based Uncertainty Reduction.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Energy-Efficient Data Transfer Optimization via Decision-Tree Based Uncertainty Reduction

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:46.333146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:40.387628Z digest=sha256:2b9b5c1da41a89309c206b24c9174d4e8e6f6c946c7223edf98610c93b4c649c

Observation 82585c41-6aed-406e-b3c1-1ea89036d8aa · outbound

This paper cites Software-Defined Networking (SDN): A Review.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Software-Defined Networking (SDN): A Review

Reference 24

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unresolved
no resolver link, observed 2026-08-07T12:32:40.532770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:40.532770Z digest=sha256:46fdc68fcbcd5995827940af6baf393808022b67b887cb167bb53e206144d1e5

Observation dbb1dce0-acb7-426f-97e8-30519708fb44 · outbound

This paper cites IIsy: Practical In-Network Classification.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization IIsy: Practical In-Network Classification

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:40.643397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:40.643397Z digest=sha256:65cfdabcae18736caab09944ae759026a27c751fafddb44c9351611339d9432c

Observation 71ae4b1a-96d6-410f-a9fa-700b134e72e2 · outbound

This paper cites In-Network Computation for Large-Scale Fed- erated Learning Over Wireless Edge Networks.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization In-Network Computation for Large-Scale Fed- erated Learning Over Wireless Edge Networks

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:40.718979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:40.718979Z digest=sha256:ffe69e9612917177b90ca8a70b5208fde95895dc1575f3e02e624d3525165a4e

Observation e5912939-0a9c-4aef-82cd-9ba7a329fbe6 · outbound

This paper cites GOAT:GradientSchedulingwithCollaborativeIn-Network Aggregation for Distributed Training.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization GOAT:GradientSchedulingwithCollaborativeIn-Network Aggregation for Distributed Training

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:40.850806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:40.850806Z digest=sha256:4a9e6d609007542a28764f7bdc35f7bc7791adcc3971cddb986e9fd669643ec3

Observation a99dda53-4ccb-45e0-87da-35bbae2534d4 · outbound

This paper cites A Review of the In-Network Computing and Its Role in the Edge-Cloud Continuum.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization A Review of the In-Network Computing and Its Role in the Edge-Cloud Continuum

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:32:44.977456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:40.961821Z digest=sha256:15d578bbed68a347bf476ee2681d8163afa7969be6dd4f6867930fd36b8c7a68

Observation 37729952-2af7-4532-8358-a17d21946557 · outbound

This paper cites an unresolved cited work.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-08-07T12:32:40.454682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:40.454682Z digest=sha256:fbe90a626a6f5a85fcfb5903f11a978032b48e8c8f7a075b28940f980b23ce40

Observation 0bd76013-a234-4a9e-bc8f-f035d92e9f70 · outbound

This paper cites AI-Driven Packet Forwarding With Programmable Data Plane: A Survey.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization AI-Driven Packet Forwarding With Programmable Data Plane: A Survey

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:41.140402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:41.140402Z digest=sha256:cd10baad896bd560e4351b863689e296cf1edf1fcf2fc9911936b78865db4641

Observation 382785d7-5b08-4270-a920-668bae1bffed · outbound

This paper cites AI-Driven Anomaly Detection in Network Monitoring Techniques and Tools.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization AI-Driven Anomaly Detection in Network Monitoring Techniques and Tools

Reference 31

Resolution
verified exact
doi, observed 2026-08-07T12:32:43.062805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:41.239348Z digest=sha256:6271429ca39db8f911c16025ed0d72a487587053a02937524e047eb40cf5cd07

Observation 0cd39a77-d1c0-4791-b203-0545e1b60511 · outbound

This paper cites Is AI a Trick or T(h)reat for SecurinA Programmable Data Planes?.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Is AI a Trick or T(h)reat for SecurinA Programmable Data Planes?

Reference 32

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unresolved
no resolver link, observed 2026-08-07T12:32:41.340269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:41.340269Z digest=sha256:af460a7e8df5dbffde86df81c03d14b0212e64e03b2c0d35eefa454af1ac0d4e

Observation ea2eb075-ea7a-48a4-8412-be894d82df44 · outbound

This paper cites A Survey on Deep Neural Network Pruning: Taxonomy, Comparison, Analysis, and Recom- mendations.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization A Survey on Deep Neural Network Pruning: Taxonomy, Comparison, Analysis, and Recom- mendations

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:41.433681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:41.433681Z digest=sha256:93c13c80e8e807595ab299e558b6e255319215e6dd782acdb5c005efd0ae6c9a

Observation 83ae552a-934c-46eb-805b-586b1741808c · outbound

This paper cites INTELLIGENTNETWORKOPTIMIZATION:REV- OLUTIONIZINGNETWORKMANAGEMENTTHROUGHAIANDML.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization INTELLIGENTNETWORKOPTIMIZATION:REV- OLUTIONIZINGNETWORKMANAGEMENTTHROUGHAIANDML

Reference 34

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T12:32:42.873203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:41.515597Z digest=sha256:fd6b6894ae3181d21d71a263a8fd3e1fc6e13f9091cfe6aef0986d27d41ae3bb

Observation 8d311ba5-1482-4cfa-993e-9b663a59cbf1 · outbound

This paper cites Programmable Data Plane Intelligence: Advances, Op- portunities, and Challenges.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Programmable Data Plane Intelligence: Advances, Op- portunities, and Challenges

Reference 35

Resolution
verified exact
doi, observed 2026-08-07T12:32:43.306146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:41.036197Z digest=sha256:b8c9d19194e23c4cd40b29b18a8f8bae23b96186bc24b7a731aa2276d46036db

Observation 2d829df9-15df-4963-8887-6e3e1b42a88d · outbound

This paper cites Operationalizing AI/ML in Future Networks: A Bird’s EyeViewfromtheSystemPerspective.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Operationalizing AI/ML in Future Networks: A Bird’s EyeViewfromtheSystemPerspective

Reference 36

Resolution
verified exact
doi, observed 2026-08-07T12:32:42.668997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:41.724229Z digest=sha256:8305a2caf61977c317c5153ae4c2bd412bf9358825604cac8d802113c08153a6

Observation ffadeb02-adaf-453f-80fe-9d968b2ad1e2 · outbound

This paper cites Brain-on-switch: towards advanced intelligent network data plane via NN-driven traffic analysis at line-speed.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Brain-on-switch: towards advanced intelligent network data plane via NN-driven traffic analysis at line-speed

Reference 37

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:32:44.606117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:41.827858Z digest=sha256:a14e2855dd49bb870f9345b7574a8977aafd8b9ef91ab0147996418494410eda

Observation e969a689-e1e3-45ae-9c6c-61ae6e77054c · outbound

This paper cites In-NetworkMachineLearningUsingProgrammable Network Devices: A Survey.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization In-NetworkMachineLearningUsingProgrammable Network Devices: A Survey

Reference 38

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:32:44.361304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:41.960496Z digest=sha256:bda7464b85c2aced503cf6621255107c9ded0a4ae9dff534e6cf770ddd85480d

Observation ae653c1f-a2da-49ad-999e-6aa2ee66740c · outbound

This paper cites Planter: Rapid Prototyping of In-Network Ma- chine Learning Inference.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Planter: Rapid Prototyping of In-Network Ma- chine Learning Inference

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:42.070991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:42.070991Z digest=sha256:4f6ae99227692023994b0d1e2d4fe85267c188d190678a0db73003c69d369b4d

Observation d804eb1a-9743-40ac-ad6d-18bdc7eb86e6 · outbound

This paper cites No Worker Left (Too Far) Behind: Dynamic HybridSynchronizationforIn-NetworkMLAggregation.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization No Worker Left (Too Far) Behind: Dynamic HybridSynchronizationforIn-NetworkMLAggregation

Reference 40

Resolution
verified exact
doi, observed 2026-08-07T12:32:42.499594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:42.148742Z digest=sha256:0472ebefbc680bfa15ac79b1270370c67463691de57b0af1feda171fcc38d5f8

Observation 16a0a74f-359f-45c8-a038-b297786ec323 · outbound

This paper cites Accelerating Distributed Training With Collaborative In- Network Aggregation.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Accelerating Distributed Training With Collaborative In- Network Aggregation

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:41.619540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:41.619540Z digest=sha256:08ed32354a434f75add40e7d23f84c6ed0e54d2098159308e1cbbc6f123025b3

Observation d8d3c8ca-f13b-43b3-bd14-f0fc6656a995 · outbound

This paper cites Quark: Implementing Convolutional Neural Networks Entirely on Programmable Data Plane.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Quark: Implementing Convolutional Neural Networks Entirely on Programmable Data Plane

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:32:44.094919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:42.317444Z digest=sha256:45b0404172e8d483a465a5342d93c1c2a2f22ce62a1ee7fec6697c525a477afc

Observation e290dfac-b268-4f1f-9a45-5c695c3c86f1 · outbound

This paper cites Network traffic classification to improve quality of service (QoS).

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Network traffic classification to improve quality of service (QoS)

Reference 47

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T12:32:46.174797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:42.250267Z digest=sha256:a790db10b7ff12a5e682db9600e4b77592f2297c7c71d1a6a69c3714b0e82ad5

Observation 6d1d0f62-b006-472d-bd90-f668147efbe9 · outbound

This paper cites doi: 10.1145/2939672.2939785.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization doi: 10.1145/2939672.2939785

Reference 794

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-07T12:32:45.963275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.543180Z digest=sha256:aba51cfb1ea5bed32aa001690b3a984ffbb5ad44f3ca1e9c8f5fb382d318b74e

Observation 3e7cb6cb-090f-4510-934a-ebea5e6fb471 · outbound

This paper cites url: http://dx.doi.org/ 10.1007/s11263-021-01453-z.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization url: http://dx.doi.org/ 10.1007/s11263-021-01453-z

Reference 1405

Resolution
malformed identifier
no resolver link, observed 2026-08-07T12:32:39.746893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:39.746893Z digest=sha256:dbfbea3be59202a4b88f18cfdd41b95b2ea1d95795f10498bd23e6d35ada9dae

Observation 89891984-b590-422f-999c-5360f602df25 · outbound

This paper cites url: https : / / web.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization url: https : / / web

Reference 2016

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:47.385519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.709870Z digest=sha256:1c96b33d85b0682b6217cb58dab8b1e6eeae483543bb94991f40874645a2009b

Observation 3daa1a44-28e8-44d7-99c4-cc8a3a34b609 · outbound

This paper cites INSIGHT: A Survey of In-Network Systems 15.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization INSIGHT: A Survey of In-Network Systems 15

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:47.116623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:32:38.936409Z digest=sha256:a247f5cd73fe3246d13e96ea2b8acfc6076d76b40851d4543a01029c68eb9da8

Observation 085586f6-e1e5-494d-95d6-794592032d97 · outbound

This paper cites Generating Long Sequences with Sparse Transformers.

INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization Generating Long Sequences with Sparse Transformers

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:39.211577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:39.211577Z digest=sha256:252bdd89cdf3471fb67d2422fabbeb92782301d95d65aaee99fcc84643e7e213

Pith citing papers

No inbound Pith citation observations are available.