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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 11 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.089558Z digest=sha256:a961bb5b7b20c5e8ee1210031294365f56f143d7efc25b492ab0c1174d3a3940

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:38.251913Z digest=sha256:6cd0ba25e57ddbffc437bbb01e3613f5245340568ac50e2f51f60a24f1969b13

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

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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:b30f45a18803bf36715bcc0cfcd0f02eca60020e742434b0d7e3c0b03cf908b5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.474075Z digest=sha256:e11472ba3bbedf699d2ee8c51f30eb28ef26911a3e3e2fc80c8f23bff4f7f235

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.638066Z digest=sha256:2d0b24e6801f45e6f5c4d0ec60d25ddcd247d71ee5f4c51c8300c290d4b14f06

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.783133Z digest=sha256:151b8b63faa762f4d42eaf8f3dc521a45782ca1aed8fe5b62bb52fe6c98b2051

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.863434Z digest=sha256:4f519b8b711bc4d8d6bfd78a9834d6a6049fa32ffc2daf11c5a2c3820541ae22

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

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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=sha256:476163ad9d42d77903b0ef304e35912373a3cc7bb9276f412237e4bf0873cb33

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 2026-08-10T06:31:04.303077+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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:39.331164Z digest=sha256:ac22cd7aea6003d34ff21d58be686657978cdd78fbdcf36af743ca343884173d

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:d3fcd6c8387e119344c65bcc76823f11d515585290674fdc9172f4381b93e24e

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

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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=sha256:735f2da62ad5cc0eef3d19ef9e4a7adc5d715f3f41c39ac59e7ca53a332aacea

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:39.546912Z digest=sha256:9e417825f677e9711bed205078e72c9fc0f7d112a8358c983c4900ea6347e001

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:39.612505Z digest=sha256:28d937ba9641fb13cc87858ead12b387034f4839fa6c69d2c451c9059dd5ba7b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:39.672572Z digest=sha256:a7274a446f547566f9d25f25a7870018d63faef8df6a6018c6f3c940f11702a7

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:39.877793Z digest=sha256:2b9ebf452035b2b9b296edce2687fd4b2dc81f2fa39c519cc58f124998684705

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:e162d9ec239b8ae3f7e32900769ae04265b35475af1add4c1e939ab2c70e54a2

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

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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=sha256:34641016e593fab36b006ddfffb1ed05dc1cad45a7e164cf42260d06cfcb555b

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 2026-08-10T06:31:04.303077+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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:40.221432Z digest=sha256:2f320454494bba15d8e1788ba6b7f1a7dec0e457af8bfa1da02d0dda3e29167c

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:40.304304Z digest=sha256:2438216b0c28cf5996717c64519bf17ebf74b0830cd6167b02567987b9bfe784

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:40.387628Z digest=sha256:9f14617bd32b9a9354bbb1759c380c4bb54d2a6475999e5ec655ed14ac42e13f

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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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=sha256:4b571170c9c40e0d20bc4da0a5586aa918dadab9a7202af1a6695ca0873749d4

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

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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:b81490261f00290aa359ac5917fedd26b2421be9d8194eb864c8accc8a2bbbef

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=sha256:30f9e70288c82a7773678a71cf9cfe36805c5f4e9ed8050a5ec3d9cd114ba847

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=sha256:8651c4b6179b149adc518488a8a1d62751caa988447c42e98dd1b2b12bda2dd4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:40.961821Z digest=sha256:14cdfbbb66959bd1b3bc8661027d7605535dcb6be3ea5f15d4427635c9c80c68

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=sha256:474b97a16077e29b9c35d260a23cf12a11baf6c32ff06194ea78e5ae13877085

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:b9010ee81798df073757eda3bb2b2c82a57e9654b29e01e538f9fd376c4cae32

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:41.239348Z digest=sha256:6cb3e75ef96adeb225d8e65197d2fcd148993af33f5d7d6b7203124a5a7392c2

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=sha256:0edb46bd019566ce8c758ed4bba44cca40cb671ef0f315c0b39e51c074202a6e

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=sha256:3fc31404d484c32a9d035f5390425b357636d627b6a97136980e6bbe2c6d479f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:41.515597Z digest=sha256:7904bed48fabe149871d0f83c6cb89ee3b722765f5c98cef12f9c398d6002a90

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:41.036197Z digest=sha256:07880c2dccb1408a3ea68e60e5fb135aae1a20801d106563c573964b7db3caa6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:41.724229Z digest=sha256:aebb7e220d9921410da2688280c1bdb5be12dd67f2593d8e339bddafb1bfae30

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:41.827858Z digest=sha256:6ed8af6f7c35580c0a3ce1c05dd21d7b38ee8306bd76c979542e17736b27a30b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:41.960496Z digest=sha256:743d17fe75370faa36b9f0a75c198d34491fb7b126e5feeab3461c151f80d9bb

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=sha256:5de75d55d3cc2da15853dcccabb0ea11183cb87c928bdda9c5195f92c9b8d611

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:42.148742Z digest=sha256:7a8d0723a660c6480a6276f9bff2d018c9a7814ab49776ee41f808806895990b

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=sha256:79e7325263253ad6d48c4dcb2076a8fcb21fb6f14772004da8350ebc74a3fa9e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:42.317444Z digest=sha256:37ff8e3cf6e0cbbf1d48d90cf32fbd81313f7b107973892bb189df15fd3609be

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:42.250267Z digest=sha256:b8e1ee28eb61d993b94cfdd093eeaa0b8157ab29167d332d9f515ae85d48702e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.543180Z digest=sha256:8da5b4e89373f5cfcf5a38476f04451f837ec843a1106299c14907d07928296b

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=sha256:1fc74aa26a3e1b21c66add611fb466168c05411ec6ba9cf2a7040d7b05939cbd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.709870Z digest=sha256:a82bd319f9710dbbb442f8d5039bf58d858792b950e417e940fe88134f9351b9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:32:38.936409Z digest=sha256:124df89d91dc6812f84699a2e023de96ca74085c9b5d700a3ae186170f136c05

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=sha256:24a2b194aeec5a164d141ca02be50105fdd592faa19119206713317a85c9d32d

Pith citing papers

No inbound Pith citation observations are available.