Paper Citation Record · LEDGER

A General Framework for Property-Driven Machine Learning

As of 21 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 3 inbound Pith citation observations for arXiv:2505.00466.

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

pith.paper-citation-record.v1
2505.00466 v2

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:48:46.666730Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T18:39:21.979619Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

76 of 76 outbound references displayed

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External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 06dbaedd-57cd-4c4f-bf22-c41fd4902170 · outbound

This paper cites Taming Differentiable Logics with Coq Formalisation.

A General Framework for Property-Driven Machine Learning Taming Differentiable Logics with Coq Formalisation

Reference 1

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This paper cites Proceedings of the AAAI Conference on Artificial Intelligence36(11), 13152–13154 (Jun 2022).

A General Framework for Property-Driven Machine Learning Proceedings of the AAAI Conference on Artificial Intelligence36(11), 13152–13154 (Jun 2022)

Reference 2

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This paper cites In: Advances in Neural Information Processing Systems (Oct 2022).

A General Framework for Property-Driven Machine Learning In: Advances in Neural Information Processing Systems (Oct 2022)

Reference 3

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This paper cites Introduction to Neural Network Verification.

A General Framework for Property-Driven Machine Learning Introduction to Neural Network Verification

Reference 4

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This paper cites The Second International Verification of Neural Networks Competition (VNN-COMP 2021): Summary and Results.

A General Framework for Property-Driven Machine Learning The Second International Verification of Neural Networks Competition (VNN-COMP 2021): Summary and Results

Reference 5

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This paper cites In: Beklemishev, L.D., Blass, A., Dershowitz, N., Finkbeiner, B., Schulte, W.

A General Framework for Property-Driven Machine Learning In: Beklemishev, L.D., Blass, A., Dershowitz, N., Finkbeiner, B., Schulte, W

Reference 6

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This paper cites The Fourth International Verification of Neural Networks Competition (VNN-COMP 2023): Summary and Results.

A General Framework for Property-Driven Machine Learning The Fourth International Verification of Neural Networks Competition (VNN-COMP 2023): Summary and Results

Reference 7

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This paper cites Interna- tional Journal on Software Tools for Technology Transfer25(3), 329–339 (Jun 2023).

A General Framework for Property-Driven Machine Learning Interna- tional Journal on Software Tools for Technology Transfer25(3), 329–339 (Jun 2023)

Reference 8

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This paper cites Journal of Machine Learning Research 21 (2020).

A General Framework for Property-Driven Machine Learning Journal of Machine Learning Research 21 (2020)

Reference 9

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This paper cites In: Proceedings of the 6th Workshop on Formal Methods for ML-Enabled Autonomous Systems.

A General Framework for Property-Driven Machine Learning In: Proceedings of the 6th Workshop on Formal Methods for ML-Enabled Autonomous Systems

Reference 10

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This paper cites European Journal of Applied Mathematics pp.

A General Framework for Property-Driven Machine Learning European Journal of Applied Mathematics pp

Reference 11

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This paper cites In: Shoham, S., Vizel, Y.

A General Framework for Property-Driven Machine Learning In: Shoham, S., Vizel, Y

Reference 12

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A General Framework for Property-Driven Machine Learning Unresolved cited work

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A General Framework for Property-Driven Machine Learning In: Pro- ceedings of the 35th International Conference on Machine Learning

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This paper cites In: Proceedings of the 37th International Conference on Machine Learning.

A General Framework for Property-Driven Machine Learning In: Proceedings of the 37th International Conference on Machine Learning

Reference 15

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This paper cites International Journal of Computer Vision128(4), 1028–1046 (Apr 2020).

A General Framework for Property-Driven Machine Learning International Journal of Computer Vision128(4), 1028–1046 (Apr 2020)

Reference 16

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This paper cites In: Kalpa Publications in Computing.

A General Framework for Property-Driven Machine Learning In: Kalpa Publications in Computing

Reference 17

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A General Framework for Property-Driven Machine Learning In: Proceedings of the 12th ACM SIGPLAN International Conference on Cer- tified Programs and Proofs

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This paper cites https://doi.org/10.48550/ arXiv.2402.01353.

A General Framework for Property-Driven Machine Learning https://doi.org/10.48550/ arXiv.2402.01353

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This paper cites Vehicle: Bridging the Embedding Gap in the Verification of Neuro-Symbolic Programs.

A General Framework for Property-Driven Machine Learning Vehicle: Bridging the Embedding Gap in the Verification of Neuro-Symbolic Programs

Reference 21

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This paper cites Artificial Intelligence244, 143–165 (Mar 2017).

A General Framework for Property-Driven Machine Learning Artificial Intelligence244, 143–165 (Mar 2017)

Reference 22

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A General Framework for Property-Driven Machine Learning In: Ferrari, A., Penzenstadler, B

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A General Framework for Property-Driven Machine Learning In: Proceedings of the 36th International Conference on Machine Learning

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A General Framework for Property-Driven Machine Learning Science of Computer Programming244, 103280 (Sep 2025)

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A General Framework for Property-Driven Machine Learning In: Pro- ceedings of the 40th ACM/SIGAPP Symposium on Applied Computing

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A General Framework for Property-Driven Machine Learning In: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence

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A General Framework for Property-Driven Machine Learning Explaining and Harnessing Adversarial Examples

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A General Framework for Property-Driven Machine Learning In: 2019 IEEE/CVF International Conference on Computer Vision (ICCV)

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A General Framework for Property-Driven Machine Learning Computer Science Review37, 100270 (Aug 2020)

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A General Framework for Property-Driven Machine Learning In: 2016 IEEE/AIAA 35th Digital Avionics Systems Conference (DASC)

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A General Framework for Property-Driven Machine Learning Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks

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A General Framework for Property-Driven Machine Learning In: Majumdar, R., Kunčak, V

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A General Framework for Property-Driven Machine Learning In: Dillig, I., Tasiran, S

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A General Framework for Property-Driven Machine Learning Neural Network Verification for Gliding Drone Control: A Case Study

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A General Framework for Property-Driven Machine Learning In: Decision Making Under Uncertainty: Theory and Application, pp

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A General Framework for Property-Driven Machine Learning A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction

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A General Framework for Property-Driven Machine Learning Proceedings of the IEEE86(11), 2278–2324 (Nov 1998)

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A General Framework for Property-Driven Machine Learning Journal of Fluid Mechanics937, A6 (Apr 2022)

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A General Framework for Property-Driven Machine Learning Foundations and Trends in Optimization 4(3-4), 244–404 (Feb 2021)

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A General Framework for Property-Driven Machine Learning In: Enea, C., Lal, A

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A General Framework for Property-Driven Machine Learning In: Advances in Neural Infor- mation Processing Systems

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A General Framework for Property-Driven Machine Learning https://doi.org/10.1007/ 978-3-319-23534-9_2

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A General Framework for Property-Driven Machine Learning Logit Pairing Methods Can Fool Gradient-Based Attacks

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A General Framework for Property-Driven Machine Learning The Third International Verification of Neural Networks Competition (VNN-COMP 2022): Summary and Results

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A General Framework for Property-Driven Machine Learning In: Advances in Neural Information Processing Systems

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A General Framework for Property-Driven Machine Learning In: International Conference on Learning Representations (Feb 2018)

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This paper cites Logic Tensor Networks: Deep Learning and Logical Reasoning from Data and Knowledge.

A General Framework for Property-Driven Machine Learning Logic Tensor Networks: Deep Learning and Logical Reasoning from Data and Knowledge

Reference 56

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A General Framework for Property-Driven Machine Learning In:Lahiri,S.K.,Wang,C.(eds.)AutomatedTechnologyforVerificationandAnalysis

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.418174Z

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A General Framework for Property-Driven Machine Learning Neural Network Verification with Branch-and-Bound for General Nonlinearities

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.423373Z

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This paper cites In: EPiC Series in A General Framework for Property-Driven Machine Learning 23 Computing.

A General Framework for Property-Driven Machine Learning In: EPiC Series in A General Framework for Property-Driven Machine Learning 23 Computing

Reference 59

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Observation 4fc9d207-643d-484e-a101-f8d56c39371c · outbound

This paper cites In: The Thirteenth International Conference on Learning Representations (Oct 2024).

A General Framework for Property-Driven Machine Learning In: The Thirteenth International Conference on Learning Representations (Oct 2024)

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:48:48.129298Z

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Observation bcea39d9-eaf8-4e5e-baee-ee2536e54993 · outbound

This paper cites Intriguing properties of neural networks.

A General Framework for Property-Driven Machine Learning Intriguing properties of neural networks

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.437271Z

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Observation 9ae5e574-c5ac-4f39-998e-dbf571219674 · outbound

This paper cites In: Lahiri, S.K., Wang, C.

A General Framework for Property-Driven Machine Learning In: Lahiri, S.K., Wang, C

Reference 62

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T04:48:48.116063Z

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Observation bbcc25a1-3943-4643-92c4-5785bee861ff · outbound

This paper cites In: International Conference on Learning Representations (Sep 2018).

A General Framework for Property-Driven Machine Learning In: International Conference on Learning Representations (Sep 2018)

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:48:48.102421Z

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Observation d33f7dd0-c9a8-43db-9345-4358bd6fb7e0 · outbound

This paper cites A Review of Formal Methods applied to Machine Learning.

A General Framework for Property-Driven Machine Learning A Review of Formal Methods applied to Machine Learning

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.585741Z

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A General Framework for Property-Driven Machine Learning Artificial Intelligence302, 103602 (Jan 2022)

Reference 65

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A General Framework for Property-Driven Machine Learning ULLER: A Unified Language for Learning and Reasoning

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.595708Z

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A General Framework for Property-Driven Machine Learning In: 2020 American Control Conference (ACC)

Reference 67

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A General Framework for Property-Driven Machine Learning Beta-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Complete and Incomplete Neural Network Robustness Verification

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.604422Z

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A General Framework for Property-Driven Machine Learning In: Proceedings of the 35th International Conference on Machine Learning

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:48:48.088490Z

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Observation bc520266-9679-4757-a42e-c779058a1635 · outbound

This paper cites In: Advances in Neural Information Processing Systems.

A General Framework for Property-Driven Machine Learning In: Advances in Neural Information Processing Systems

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:48:48.051460Z

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Observation f86be59f-cc34-442e-b295-06524b758742 · outbound

This paper cites https://doi.org/10.48550/arXiv.2401.

A General Framework for Property-Driven Machine Learning https://doi.org/10.48550/arXiv.2401

Reference 71

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A General Framework for Property-Driven Machine Learning A Semantic Loss Function for Deep Learning with Symbolic Knowledge

Reference 72

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A General Framework for Property-Driven Machine Learning Automatic Perturbation Analysis for Scalable Certified Robustness and Beyond

Reference 73

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Observation c05eb9df-7e12-4e89-9d67-fd40495570f5 · outbound

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A General Framework for Property-Driven Machine Learning Fast and Complete: Enabling Complete Neural Network Verification with Rapid and Massively Parallel Incomplete Verifiers

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.629978Z

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Observation d740f6f9-0c1c-446b-b305-f90dc9c52c5f · outbound

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A General Framework for Property-Driven Machine Learning General Cutting Planes for Bound-Propagation-Based Neural Network Verification

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.634837Z

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Observation f42cc27a-beb1-414a-9319-4542718ee36c · outbound

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A General Framework for Property-Driven Machine Learning Efficient Neural Network Robustness Certification with General Activation Functions

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-16T04:48:46.666730Z

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Pith citing papers

Observation 283ad881-d0be-48d9-affd-316e328fe479 · inbound

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification cites this paper.

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification A General Framework for Property-Driven Machine Learning

Reference 16

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Observation d2cd5336-54db-4141-905d-a979470a4a0a · inbound

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification cites this paper.

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification A General Framework for Property-Driven Machine Learning

Reference 16

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Observation a6564622-67e3-4868-81cb-ddf7f1db3cd1 · inbound

Vancomycert: A Certified Neuro-Symbolic Drug Delivery System (Case Study) cites this paper.

Vancomycert: A Certified Neuro-Symbolic Drug Delivery System (Case Study) A General Framework for Property-Driven Machine Learning

Reference 14

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Source-reported events for the cited work

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