Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-19T04:00:11.960746Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2507.16134.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-19T04:00:11.960746Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f4bd4cad-9de5-481e-8981-3a67df044316 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT A joint energy and latency framework for transfer learning over 5g industrial edge networks
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3a761e27-6268-4c4b-aeab-575047504d82 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Reconfigurable intelligent surface assisted mobile edge computing with heterogeneous learning tasks
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e9af6bd5-6f44-47b7-9d8e-b1370718c0a2 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT A federated learning-based industrial health prognostics for heterogeneous edge devices using matched feature extraction
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c240245e-df83-4572-8251-3debda62ed73 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Device-edge cooperative fine-tuning of foundation models as a 6g service
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a4349d2e-03d6-4e97-b63c-d9d29f93e1c1 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Digital twin-driven madrl approaches for communication-computing- control co-optimization
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c4ce9e5b-116c-4c29-89d6-911a838a994b · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Security and privacy for reconfigurable intelligent surface in 6g: A review of prospective applications and challenges
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a274200a-cf74-4e1b-ac17-2bca6b19591a · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Decentralized federated learning with asynchronous parameter sharing for large-scale iot networks
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6641f6f9-b842-415e-b402-0cb19f2eacb9 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Deploying federated learning in large-scale cellular networks: Spatial convergence analysis
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation be79d839-c355-4e28-99b6-2182ea411a67 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Slmfed: A stage- based and layerwise mechanism for incremental federated learning to assist dynamic and ubiquitous iot
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 15f8ce1e-1056-454e-921c-5827cd5c7f51 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Efficient parallel split learning over resource-constrained wireless edge networks
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2949b7bc-d185-4e70-be9f-cfc55204c3a3 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT User- level privacy-preserving federated learning: Analysis and performance optimization
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 57e2b807-f509-42a2-9d22-a79d9bb50b9c · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Differentially private asynchronous federated learning for mobile edge computing in urban informatics
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 08f60b7e-b8d1-4dad-bf7d-cde8fd8533c0 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Pbfl: A privacy-preserving blockchain-based federated learning frame- work with homomorphic encryption and single masking
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 54f1e64e-8903-4948-81e3-0b4d5206c412 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Securesl: A privacy-preserving vertical cooperative learning scheme for web 3.0
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dd657c15-321c-444e-b809-b51709b6a479 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Communication-efficient privacy-preserving neural network inference via arithmetic secret sharing
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 30575c49-1f51-4d2f-a371-3f6158b81e98 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Nspfl: A novel secure and privacy-preserving federated learning with data integrity auditing
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a8873113-43d7-4fd7-88de-deab52f6433e · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Distributed learning in wireless networks: Recent progress and future challenges
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0bdddca9-7ac8-4f0d-b666-9cf5a7496cb3 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Distributed and secure federated learning for wireless computing power networks
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation daad07b7-c73d-4137-ab47-59fe257b1238 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Trustworthy federated learning against malicious attacks in web 3.0
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4b8541de-a099-4e3d-8aa8-06b737818420 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Ma- chine learning with adversaries: Byzantine tolerant gradient descent
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e83e7d6c-d282-4402-b951-282df4fb972c · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e3c01c64-42e5-4c8b-aee5-a6adc5543c15 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Manipulating the byzantine: Opti- mizing model poisoning attacks and defenses for federated learning
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 03461d06-5a27-4384-82bf-4cef3dc22012 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT A scheme for robust federated learning with privacy-preserving based on krum agr
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dacd439d-b804-4773-b449-e899a870bf5e · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Biscotti: A blockchain system for private and secure federated learning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6d4f6beb-fdc1-49b7-8118-ca35b114d315 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Rflpa: A robust federated learning framework against poisoning attacks with secure aggregation
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b44732e4-5eda-43c9-86a0-597847128ba8 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Shieldfl: Mitigating model poisoning attacks in privacy-preserving federated learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fafa60ef-e262-4b5d-bf06-a4cbfde384de · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Flod: Oblivious defender for private byzantine-robust federated learning with dishonest- majority
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b9df9ff4-b9d0-4c4e-a20f-e967207f1bd9 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Dpfla: defending private federated learning against poisoning attacks
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5f1d7f4f-1dad-4e36-b013-f73ca83d51c7 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Privacy-preserving federated learning for industrial edge computing via hybrid differential privacy and adaptive compression
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e27a9527-1459-472c-a713-b9eee44c6789 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Fl2dp: Privacy-preserving federated learning via differential privacy for artificial iot
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7732484e-1cb4-4128-9366-4ba85b7093ed · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Towards adaptive privacy protection for interpretable federated learning
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ee6a7c51-158d-4efe-8e85-f8ef3c67d9f9 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Practical secure aggregation for privacy-preserving machine learning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 19a58ac6-5d35-4ecf-a99e-c3ab296c32fe · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Blockchain-based efficiently privacy-preserving federated learning framework using shamir secret sharing
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 49b52089-cb46-47f1-a500-fb3ca57868f0 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Ho- momorphic encryption-enabled federated learning for privacy-preserving intrusion detection in resource-constrained iov networks
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 66bf26c5-ac74-432c-9007-571101b212db · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT P 3: Privacy-preserving prediction of real-time energy demands in ev charging networks
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3e6bcd1e-934d-46eb-9421-889d0a767546 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Privacy- preserving byzantine-robust federated learning via blockchain systems
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 428bc780-3005-4592-9979-77551ed9e20c · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Communication-efficient learning of deep networks from decentralized data
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c8cf0091-b0bf-4dca-a970-cda3da6f2a5a · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT The limitations of federated learning in sybil settings
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 98bc0d52-752d-4cb1-aa22-899b2ef110e1 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Local model poisoning attacks to {Byzantine-Robust} federated learning
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 14d67c91-2814-4a9c-88c7-267c54da6097 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Securing smart grids through an incentive mechanism for blockchain-based data sharing
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2b67e7ad-199e-4d7f-88a3-849869903259 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Blockchain for the internet of vehicles towards intelligent transportation systems: A survey
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a49c76d0-234f-4ee6-9974-ed9226a06e2d · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Svd approach to data unfolding
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1042e549-559b-46ea-8f75-b865855873b7 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT K-means based constellation optimization for index modulated reconfigurable intelligent surfaces
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ff2bbd8f-c6f2-4747-b4ae-7cee44874b03 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Multi-attribute auction-based resource allocation for twins migration in vehicular metaverses: A gpt-based drl approach
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5501832e-e804-4366-bee7-033d14ddd44c · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT How to simulate it–a tutorial on the simulation proof technique
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d52693da-f3e7-4b79-bdb4-6fa3ca4e4289 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Gradient-based learning applied to document recognition
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2311e3e5-bfef-4fc4-803c-95400a78e64d · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT A data poisoning resistible and privacy protection federated-learning mechanism for ubiquitous iot
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a4242c56-173f-43e3-873b-18601da71283 · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT How to backdoor federated learning
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 59cd8e75-1f35-474b-8f9b-13599571eb1b · outbound
DP2Guard: A Lightweight and Byzantine-Robust Privacy-Preserving Federated Learning Scheme for Industrial IoT Poisoning Attacks against Support Vector Machines
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.