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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 8 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 2026-08-07T06:34:17.273281+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

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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 2026-08-07T06:34:17.273281+00:00.

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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

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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=sha256:16a75b7e3d974f4184211d7b69b478206086eec67af8e54edb428b3c204f115c

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=sha256:3736573c98a7cb2844164d332c9847a6b579dbb6ee32663dbca54f57b634bd8b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:38.474075Z digest=sha256:3adea61e0a38f8cc5f621a5e3c462c4d2598511eb5364fa5201938349e500e6c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:38.638066Z digest=sha256:6b4fb0f49c8bec41c14b7bc139c51f9924ea48d3bbedcb397231ffdbf1f3d3fb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:38.783133Z digest=sha256:4a4af08dcb0ee762b47277c9929c532309b529f97a65826bc3b53bd05c303307

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:38.863434Z digest=sha256:e7db6d27f510b8cff45aca2a7aeb6960d74d01427a3c36c94ab6734e576c3888

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=sha256:3ef376b5ffb41f882f2769db326920ddb6efe9a7c1d100122e14fcd39894e4cb

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 2026-08-07T06:34:17.273281+00:00.

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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 2026-08-07T06:34:17.273281+00:00.

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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:db7e0885fb7e5b4fefd3b8e638a6d9c7539f8e883192e0bffc750efadb52bb57

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
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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=sha256:54ea829c8fa6d4be28ea164d881486342cabea3754feb6c172957a73e847b7d2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:39.546912Z digest=sha256:2ffb930c883d0034a737f052335ba18003bcd1e97bb11539bfbd8299bf0faea4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:39.612505Z digest=sha256:4162b6dca56f74657d80a4ed4b96d2f3ca35123c16f4fca8b04d3334b4382e2d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:39.672572Z digest=sha256:01f775753e767ea1d8f2f5ae978cbcca47db168a49e5009cc970af0791a34768

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:39.877793Z digest=sha256:84d14df3f82a62fa9d5b246d11591c0f4cded5063aa169ecea6bbb20479480fb

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
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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=sha256:69fca9db22bfa217b92084e9a0f7681fb7c5794db4a1d158b742d79ed13640af

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=sha256:4abfd290beeab8f972b6405d1b3de24c4f56c4d406b81587dfd8cfcb32fbc909

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 2026-08-07T06:34:17.273281+00:00.

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:40.221432Z digest=sha256:b6656e18aca9de317ba8b16fe1cd2415fa108b84174d3fbd472b84aeca804a38

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:40.304304Z digest=sha256:007b2b36225623a4ec8aa62ef85f253d9e322c97115b386abca4b1d031ced94b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:40.387628Z digest=sha256:e01e46799056c688df2320c5a5b9b063582c1c3b97fdeb3e735ca88a32568382

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:c783a312f5db36a655e48920610922134b0f8daf23c728f0d334a3c9291a013e

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=sha256:68e7a9bc8c1be1e987d9e4f3a4092ad650fd5a1624ccd876d81602d5e9149069

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=sha256:215e5012fa15e0ad5bc9e95a4a7db9804bb5e8554ff525510d54b804a0b17bdf

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=sha256:72abdfbb1a1aef57aef074a5e23b6a45bbf70882393e5fb6daebb10001b302d6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:40.961821Z digest=sha256:6e138a30747c9876126112ca260716c131a6c146740d1631966e8ed4ef24ae8f

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=sha256:77bcbd8e44b5cebda45e51f4991f1d7ffe46056d82d5398c97082818b61e9280

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=sha256:79eb54e59dda336cc6afe17716d5e5a5c5d1e3f26594362b87d7c832f49313ea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:41.239348Z digest=sha256:74ebc418424c9928312476bb75213825e0fa1521d1f2e8ade347c945bd5e9e1d

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=sha256:02497a80f79d53a7fb69368cbf7aa1e3faa2141d46d169b52088972ca2a53ca4

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=sha256:465316288505d662f9cffc6b230758aae6b7ea2b23494e083d33b8743c826643

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:41.515597Z digest=sha256:52bb12224354788a23b50450477bee11da593a86d9d855c5bdee368c1e594cde

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:41.036197Z digest=sha256:c96e9b89da64c183247fd825936ad82e6a02c11b0e5f3e1e3dd7b5f1e4c927ed

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:41.724229Z digest=sha256:1e7cb9e1dd025a3cf424204c6eec0129d958641a0617480b3ccb23d30d607a37

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:41.827858Z digest=sha256:b24dc3ae614400281907d09c99a3c71f3370878f46770c135c895b7f02d7d636

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:41.960496Z digest=sha256:a5b35538da86791dd5b4ce2cb289459eec457a7e6fe373b49b4487f2e3e0bbe7

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=sha256:29b300fea942601941cff22ec22212a6d2b2bae0c34327952333d23119144ec8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:42.148742Z digest=sha256:494032c6de143989777b78e27f8ac2f2138c403034add5303e61eca8a19615ba

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=sha256:1ad0b701827f88b67c7dbd1e86ca3ef4e9b20b302272068d2419451cad63b99b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:42.317444Z digest=sha256:9f2513a56f6af2fc2b8fbe5b5197e4376d2d493f2c97a6eba917204d35eeb4e1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:42.250267Z digest=sha256:7c31dae5dd67884b89d51030f04b1db9a23dea25e1d63149d70e2f94251d159d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:38.543180Z digest=sha256:339f51e8faba878d43b3a466942bb79ee9694ce2aa917fc0beb7d5b1267b1fa3

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=sha256:82490d874ccfe8fc34cc658f66f8ef2fc82747eafd5274a73e874cc85781cbf2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:38.709870Z digest=sha256:22010fa2254267edf0b5f9b313343c0aceecd311bb10610e6f9ee74995c969ea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:32:38.936409Z digest=sha256:074655fe3292409a120545d00ae002c08a1403a39b2ea8d830d3b3336212261c

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:d98b502799f64394633f03d8e9db45cca4d5c8d8b4d2b68d252e7b209fe803bf

Pith citing papers

No inbound Pith citation observations are available.