Pith. sign in

Paper Citation Record · LEDGER

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

As of 19 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 2026-08-18T06:34:40.430872+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.

source=pdf_text observed=2026-08-07T12:32:37.991263Z digest=sha256:99d54a955dbc3243f40890ed55330ba55d77ca724cb2a1b602f2fe67d58cf821

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

source=pdf_text observed=2026-08-07T12:32:38.089558Z digest=sha256:6c7b94a68561a0c6329e4e61a58b5064045f9da8217002005bb11ae076214dcd

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

source=pdf_text observed=2026-08-07T12:32:38.474075Z digest=sha256:b7d5989785ae6abbee726d481f539668f5a305523db13558d0072ab5d723cc74

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

source=pdf_text observed=2026-08-07T12:32:38.638066Z digest=sha256:9f2cb8b80c9bda9164e4f31fa2686ecf671fe46769fa771abaede3c3965e2e6b

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

source=pdf_text observed=2026-08-07T12:32:38.783133Z digest=sha256:262cad8e40dbc357852fae36832ab4f82d8c655993dc5ae015f9a8b5b7f0a712

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

source=pdf_text observed=2026-08-07T12:32:38.863434Z digest=sha256:2295f490ef7a15f7c2db720a640d844c306bebb493019d13085f3130fb298140

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

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

source=pdf_text observed=2026-08-07T12:32:39.131324Z digest=sha256:6ecf7ad308846fd8a10a7457cf25ce910c865c3609b62f6b1e71cd90bdfca827

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T12:32:39.331164Z digest=sha256:f1396418a3f4ca02752f71571364cbb9cbf30a9c2f871fc090d3c58b7f781e90

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
unresolved
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:ffcec86d500d2cb63e7af6296f0fb3db21f907850ec29ed8192365a410f69500

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

source=pdf_text observed=2026-08-07T12:32:39.546912Z digest=sha256:6804a11463646802712e2d8b72941ae6d9f462baa89845d20595a3cad2d9645c

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

source=pdf_text observed=2026-08-07T12:32:39.612505Z digest=sha256:ff6946432029d4332ea41d20c0f69a5e25232b691caae9e08777f80ea995a364

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

source=pdf_text observed=2026-08-07T12:32:39.672572Z digest=sha256:91633e6f586173cd66bc50bb16a191c905eaafdc6b735acc90bb2a8abc018dd5

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

source=pdf_text observed=2026-08-07T12:32:39.877793Z digest=sha256:c192e36758791324d4a35e8fc9bcd1630a6142e086ae2486b32f1b40209d0f38

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:39.957529Z

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=sha256:2bd999389bf9ef3749a9251956dc927d94825c9b6553ab572825556ebf469844

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

source=pdf_text observed=2026-08-07T12:32:40.119755Z digest=sha256:3f3c1c609562cebfe6c72b61aff413fda6e7be6ba8d72721f95b66bfc852ffdc

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

source=pdf_text observed=2026-08-07T12:32:40.221432Z digest=sha256:e42d5f5d0f701ffb5404650e2f6eccbe3cc9a22b91b0e89d6b3073861d4959cd

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

source=pdf_text observed=2026-08-07T12:32:40.304304Z digest=sha256:52f6710861d5a72ec62ca7fd958b0dbb4229f40cbfb0c144f5ce984cb0fcec93

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

source=pdf_text observed=2026-08-07T12:32:40.387628Z digest=sha256:6f206ea872909843a13a60c298261ac7e7856277b59965d95a323db345b02087

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

Resolution
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:c78acc4fdd484949e57e38b354816b47c2b6d7ba5c01a980adc387eb35e7824e

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

source=pdf_text observed=2026-08-07T12:32:40.961821Z digest=sha256:079acaff458cd64271da1f737db66b1755cd000eb97a074c222be317ba324099

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

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

source=pdf_text observed=2026-08-07T12:32:41.239348Z digest=sha256:f486f144e7d850b0f9902d0304b698bc24e475377ad9a327fb9c233290d82e8f

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

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

source=pdf_text observed=2026-08-07T12:32:41.515597Z digest=sha256:9d58fa3f5659bf689bd5baf074d24871725ab0f8fb185856337474a961cf795c

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

source=pdf_text observed=2026-08-07T12:32:41.036197Z digest=sha256:b79b9f55e862851cd06c5ed0262bb7181e28f92b366c27371fcfe984ff3d9499

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

source=pdf_text observed=2026-08-07T12:32:41.724229Z digest=sha256:5159ee8c9f2c9ced24c43be9892a1ec3ec945427695b21d1c2f7a5498baa0a59

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

source=pdf_text observed=2026-08-07T12:32:41.827858Z digest=sha256:a0defbb44414dbba2cd2ffc3b8e4886caa5de96f9053656d43a757867eec8684

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

source=pdf_text observed=2026-08-07T12:32:41.960496Z digest=sha256:03a481f3afa3af9300c2984d687e4c90ff25c0858940c248598d8e32d7271ccf

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

source=pdf_text observed=2026-08-07T12:32:42.148742Z digest=sha256:14039e7016cc888815fe67eebd0fadbe79942eb39e8fedb8e0d9fb2362a9238c

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

source=pdf_text observed=2026-08-07T12:32:42.317444Z digest=sha256:4fcd8dd64f6052a85e42c8999e5d78f33c32bfa8fff8a3452e0840e5fa64df67

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

source=pdf_text observed=2026-08-07T12:32:42.250267Z digest=sha256:499e81133ef87c011b877d8838ba807ea459738503e2d2af35914a354ffe5d4d

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

source=pdf_text observed=2026-08-07T12:32:38.543180Z digest=sha256:a205957caace2aeecb7294fe03f3824c9046d4748417736d641d255d2edf1441

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

source=pdf_text observed=2026-08-07T12:32:38.709870Z digest=sha256:b36af2384b19517da87f9467fc76e7f559b70de5f15a9cb8d7d5815e4111087d

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

source=pdf_text observed=2026-08-07T12:32:38.936409Z digest=sha256:58ef8858f4c9455572a45af3089ee9534dad7d61c2d59edbb2f0dfe0d0fee883

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.