Paper Citation Record · LEDGER

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage

As of 22 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2607.24556.

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

pith.paper-citation-record.v1
2607.24556 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T11:46:52.432674Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

27 of 27 outbound references displayed

verified exact2
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a799697-a13b-42f9-a2ad-d648a2f26a66 · outbound

This paper cites Federated learning for privacy preservation in smart healthcare systems: A comprehensive survey.IEEE Journal of Biomedical and Health Informatics, 27(2): 778–789, 2023.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Federated learning for privacy preservation in smart healthcare systems: A comprehensive survey.IEEE Journal of Biomedical and Health Informatics, 27(2): 778–789, 2023

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.262150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 861832c9-b002-454c-8644-73260cef608c · outbound

This paper cites Gan-based data reconstruction attacks in split learning.Neural Networks, 185:107150, 2025.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Gan-based data reconstruction attacks in split learning.Neural Networks, 185:107150, 2025

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.269662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 449b6f96-2bb5-49c7-9898-520d70b7a1a3 · outbound

This paper cites Towards a unified framework for split learning.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Towards a unified framework for split learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.276508Z

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Observation 28c92ce2-31a1-4c0d-aa31-df17840267f1 · outbound

This paper cites Split learning over wireless networks: Parallel design and resource management.IEEE Journal on Selected Areas in Communications, 41(4):1051–1066, 2023.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Split learning over wireless networks: Parallel design and resource management.IEEE Journal on Selected Areas in Communications, 41(4):1051–1066, 2023

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.281279Z

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Observation b415c620-130d-4bde-b0a0-7080e8a69e7c · outbound

This paper cites Ppsfl: Privacy-preserving split federated learning for heterogeneous data in edge-based internet of things.Future Generation Computer Systems, 156:231–241, 2024.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Ppsfl: Privacy-preserving split federated learning for heterogeneous data in edge-based internet of things.Future Generation Computer Systems, 156:231–241, 2024

Reference 5

Resolution: verified exact; doi, observed 2026-07-31T11:51:24.540565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b1ab6afa-26f0-4f3c-ac6f-bbe9dc189637 · outbound

This paper cites an unresolved cited work.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.292378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 796d5595-75d4-424b-98e6-9b8d1948c8de · outbound

This paper cites Sia: A sustainable in- ference attack framework in split learning.Neural Networks, 171:396–409, 2024.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Sia: A sustainable in- ference attack framework in split learning.Neural Networks, 171:396–409, 2024

Reference 7

Resolution: verified exact; doi, observed 2026-07-31T11:51:24.141910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 030b700a-14d5-441b-9d2e-990d4eba5679 · outbound

This paper cites Evaluating privacy leakage in split learning, 2024.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Evaluating privacy leakage in split learning, 2024

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.305084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 568d2872-c949-4842-ac7c-cd959328e6d1 · outbound

This paper cites PCAT: Functionality and data stealing from split learning by Pseudo-Client attack.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage PCAT: Functionality and data stealing from split learning by Pseudo-Client attack

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.309722Z

Source-reported events for the cited work

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Observation 8dbc6fe5-da7b-4dce-b09e-6f674d7c617a · outbound

This paper cites Passive Inference Attacks on Split Learning via Adversarial Regularization.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Passive Inference Attacks on Split Learning via Adversarial Regularization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.316069Z

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Unavailable: canonical work link unavailable.

Observation e76c395d-94cd-4c07-b5b2-4a979ee96185 · outbound

This paper cites Safesplit: A novel defense against client-side backdoor attacks in split learning.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Safesplit: A novel defense against client-side backdoor attacks in split learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.321926Z

Source-reported events for the cited work

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Observation 39797800-b1dc-4b6f-8d0c-399b9bf455fe · outbound

This paper cites Model rake: A defense against stealing attacks in split learning.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Model rake: A defense against stealing attacks in split learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.331738Z

Source-reported events for the cited work

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Observation 3140bf24-5494-423f-81ef-16913802acda · outbound

This paper cites The Impact of Cut Layer Selection in Split Federated Learning.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage The Impact of Cut Layer Selection in Split Federated Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.338683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc9aa250-67f0-411a-b31e-5b6a423f9bde · outbound

This paper cites Training latency minimization for model-splitting allowed federated edge learning.IEEE Transactions on Network Science and Engineering, 12(3):2081–2092,.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Training latency minimization for model-splitting allowed federated edge learning.IEEE Transactions on Network Science and Engineering, 12(3):2081–2092,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.344871Z

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Observation 2d62b7f6-9874-44b1-a834-5429d518172f · outbound

This paper cites Dynamic split federated learning for resource-constrained iot systems.Com- puter Communications, 242:108275, 2025.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Dynamic split federated learning for resource-constrained iot systems.Com- puter Communications, 242:108275, 2025

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.362110Z

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Unavailable: canonical work link unavailable.

Observation d9447026-5fb3-4d1c-b48e-a365f343ff91 · outbound

This paper cites Nguyen, Duy Dong Le, Thai Thinh Dang, and Tran Anh Khoa.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Nguyen, Duy Dong Le, Thai Thinh Dang, and Tran Anh Khoa

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.367701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9a5e052-0174-44e8-8fe6-63eb0b978fd9 · outbound

This paper cites Vincent Poor.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Vincent Poor

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.374680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eae1c144-be89-4b46-a868-b54eb29e4a65 · outbound

This paper cites Topological Deep Learning: A Review of an Emerging Paradigm.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Topological Deep Learning: A Review of an Emerging Paradigm

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.386987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38d2c6e2-f16e-4ea1-8186-79a1ac6e661d · outbound

This paper cites Topological data analysis and topological deep learning beyond persistent homology: a review.Artificial Intelligence Review, 2025.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Topological data analysis and topological deep learning beyond persistent homology: a review.Artificial Intelligence Review, 2025

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.392348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ada617b-2b07-42a1-bcaa-a2b3b382178a · outbound

This paper cites Position: Topological deep learning is the new frontier for relational learning.Proceedings of machine learning research, 235:39529, 2024.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Position: Topological deep learning is the new frontier for relational learning.Proceedings of machine learning research, 235:39529, 2024

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.399515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 588bc307-e152-46bc-a329-11fe6b88389a · outbound

This paper cites Corneanu, and Sergio Escalera.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Corneanu, and Sergio Escalera

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.404322Z

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Unavailable: canonical work link unavailable.

Observation a388de2e-3e6a-488c-90bc-175c72b2ac29 · outbound

This paper cites Graphpulse: Topological representations for temporal graph property prediction.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Graphpulse: Topological representations for temporal graph property prediction

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.410541Z

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Unavailable: canonical work link unavailable.

Observation 272ac07e-0b9d-4998-97bd-4ec0e7d84673 · outbound

This paper cites The distilled Vietoris Rips filtration for persistent homology and a new memory efficient algorithm.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage The distilled Vietoris Rips filtration for persistent homology and a new memory efficient algorithm

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.416525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afc97ec9-c467-4f76-8d0d-7e7812c1e9dc · outbound

This paper cites Deep leakage from gradients.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Deep leakage from gradients

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.421863Z

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Unavailable: canonical work link unavailable.

Observation 64843254-88f2-48b7-813a-5633b11b36d3 · outbound

This paper cites iDLG: Improved Deep Leakage from Gradients.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage iDLG: Improved Deep Leakage from Gradients

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.426745Z

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Unavailable: canonical work link unavailable.

Observation 79933dcb-36d2-42c7-8ef1-8474c06ec846 · outbound

This paper cites Understanding deep image representations by inverting them.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage Understanding deep image representations by inverting them

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.432674Z

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Unavailable: canonical work link unavailable.

Observation 93bb80cd-73ee-4230-b9b8-c9e2702accb5 · outbound

This paper cites 18 BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient LeakageA PREPRINT.

BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient Leakage 18 BettiSplit: Topology-Guided Privacy-Aware Split Learning Against Feature Inversion and Gradient LeakageA PREPRINT

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-07-31T11:46:52.352882Z

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Pith citing papers

No inbound Pith citation observations are available.