Paper Citation Record · LEDGER

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap

As of 18 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2601.19788.

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

pith.paper-citation-record.v1
2601.19788 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:36:56.384162Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy0
unresolved38
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malformed identifier0
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External citation measurements

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Outbound references

Observation a7b178ae-9787-43f4-a6c8-607458fc0132 · outbound

This paper cites Communication- efficient learning of deep networks from decentralized data.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Communication- efficient learning of deep networks from decentralized data

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.282494Z

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Observation f330de42-aeef-4a3e-a4e4-cd1269beefcb · outbound

This paper cites Federated learning: Challenges, methods, and future directions.IEEE Signal Process.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Federated learning: Challenges, methods, and future directions.IEEE Signal Process

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.286407Z

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Observation 366ddc5e-afbc-4da4-9138-bf531d6fa65d · outbound

This paper cites Federated continual learning via knowledge fusion: A survey.IEEE Transactions on Knowledge and Data Engineering, 36(8):3832–3850, 2024.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Federated continual learning via knowledge fusion: A survey.IEEE Transactions on Knowledge and Data Engineering, 36(8):3832–3850, 2024

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.289425Z

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Observation 3f2494f6-15d0-4fa6-ae7c-61d2da8c522d · outbound

This paper cites A comprehensive survey of continual learning: Theory, method and application.IEEE Trans.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap A comprehensive survey of continual learning: Theory, method and application.IEEE Trans

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.292392Z

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Observation ea4c1758-776f-4ab2-8931-127a79ccc8ed · outbound

This paper cites Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista A.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista A

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.295505Z

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Observation fd1b63dd-8f27-4603-ad82-876648c21bef · outbound

This paper cites Rabinowitz, Joel Veness, Guillaume Desjardins, Andrei A.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Rabinowitz, Joel Veness, Guillaume Desjardins, Andrei A

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.298267Z

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Observation 3f0cd000-2f5d-4e65-8d63-f0dbef974512 · outbound

This paper cites Online continual learning in image classification: An empirical survey.Neurocomputing, 469:28–51, 2022.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Online continual learning in image classification: An empirical survey.Neurocomputing, 469:28–51, 2022

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.301312Z

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Observation c8092cdc-72a7-432a-b053-58b3d2ff1f01 · outbound

This paper cites Towards efficient replay in federated incremental learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Towards efficient replay in federated incremental learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.303897Z

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Observation 4aa8e30a-1de4-4969-8b2e-a2f7ed3c2e51 · outbound

This paper cites Federated continual learning goes online: Uncertainty-aware memory management for vision tasks and beyond.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Federated continual learning goes online: Uncertainty-aware memory management for vision tasks and beyond

Reference 9

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Observation 077d042a-1759-4fa3-8704-62dbc0c6f950 · outbound

This paper cites Class-wise balancing data replay for federated class-incremental learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Class-wise balancing data replay for federated class-incremental learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.308975Z

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Observation d6b0c1a9-6707-4e70-8d80-084d39a74b6a · outbound

This paper cites Text-enhanced data-free approach for federated class-incremental learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Text-enhanced data-free approach for federated class-incremental learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.311476Z

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Observation 950d2d50-515c-4418-b8f9-5fcb08a93544 · outbound

This paper cites CAN: leveraging clients as navigators for generative replay in federated continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap CAN: leveraging clients as navigators for generative replay in federated continual learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.313940Z

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Observation 5ab77aa3-7759-426d-936c-9d7ef93a1c9c · outbound

This paper cites Traceable federated continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Traceable federated continual learning

Reference 13

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Observation 3a6dbf96-d5d2-4da9-a96e-34c1575c3333 · outbound

This paper cites Closed- form merging of parameter-efficient modules for federated continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Closed- form merging of parameter-efficient modules for federated continual learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.319218Z

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Observation a9ffe2ce-97af-4c8d-9964-6bf1682e8232 · outbound

This paper cites A distillation-based approach integrating continual learning and federated learning for pervasive services.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap A distillation-based approach integrating continual learning and federated learning for pervasive services

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.321711Z

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Observation 1dcf1525-c23b-4247-91c0-70a5cc6200ae · outbound

This paper cites Fedssi: Rehearsal-free continual federated learning with synergistic synaptic intelligence.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Fedssi: Rehearsal-free continual federated learning with synergistic synaptic intelligence

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.324576Z

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Observation e4916d2c-bc65-4217-a762-0801250f731b · outbound

This paper cites Personalized federated class-incremental learning through critical parameter transfer.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Personalized federated class-incremental learning through critical parameter transfer

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.327174Z

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Observation 4629e217-cfd1-4f86-8a01-d1cf4f79a588 · outbound

This paper cites Decentralized dynamic cooperation of personalized models for federated continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Decentralized dynamic cooperation of personalized models for federated continual learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.329743Z

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Observation 7b4d994a-8ecc-43ad-b63e-92ed4e3ca246 · outbound

This paper cites Coreset selection via reducible loss in continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Coreset selection via reducible loss in continual learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.332416Z

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Observation 8197ddb2-f825-4576-aedb-009f21a64b67 · outbound

This paper cites an unresolved cited work.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.334992Z

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Observation 905ae6e7-8609-4f6a-b251-e1f9171f3b7a · outbound

This paper cites Rupam Mahmood.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Rupam Mahmood

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.337701Z

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Observation b9997ad7-7d97-409f-bf72-14e4d8d416ad · outbound

This paper cites Mitigating catastrophic forgetting in online continual learning by modeling previous task interrelations via pareto optimization.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Mitigating catastrophic forgetting in online continual learning by modeling previous task interrelations via pareto optimization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.340378Z

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Observation afd5c72a-e0d7-431a-8b29-adc7652d5dea · outbound

This paper cites Ash, Chicheng Zhang, Akshay Krishnamurthy, John Langford, and Alekh Agarwal.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Ash, Chicheng Zhang, Akshay Krishnamurthy, John Langford, and Alekh Agarwal

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.342990Z

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Observation d9fe70b2-fd6c-46b7-bff9-a9f28cc21cc9 · outbound

This paper cites Ferret: An efficient online continual learning framework under varying memory constraints.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Ferret: An efficient online continual learning framework under varying memory constraints

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.345712Z

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Observation 8c083714-fc74-4e9f-9574-4b0a350be607 · outbound

This paper cites Clifton, and Bernard Ghanem.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Clifton, and Bernard Ghanem

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.348538Z

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Observation 9e6e0edc-e526-4dfc-8f72-c360da201d24 · outbound

This paper cites Rethinking momentum knowledge distillation in online continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Rethinking momentum knowledge distillation in online continual learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.351081Z

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Observation bc86bc9f-9544-4152-8b58-e93a7b3f21c0 · outbound

This paper cites Forgetting, ignorance or myopia: Revisiting key challenges in online continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Forgetting, ignorance or myopia: Revisiting key challenges in online continual learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.353678Z

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Observation 7e2f46e3-a23a-4af1-b3de-49f8cf327b95 · outbound

This paper cites Information-theoretic generalization analysis for expected calibration error.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Information-theoretic generalization analysis for expected calibration error

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.356194Z

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Observation a642e093-785a-4020-8f3a-b8255fbee406 · outbound

This paper cites Convergence of adam under relaxed assumptions.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Convergence of adam under relaxed assumptions

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.358942Z

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Observation bacaac36-3847-49a1-9d67-dc03a2b152a6 · outbound

This paper cites Krizhevsky and G.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Krizhevsky and G

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.362045Z

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Observation dc866243-eeae-44d5-8f21-a4b9031193bc · outbound

This paper cites an unresolved cited work.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.364529Z

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Observation 1cee15cd-006a-42b1-bbb8-05a851a176ec · outbound

This paper cites Resource- constrained federated continual learning: What does matter? InThe Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Resource- constrained federated continual learning: What does matter? InThe Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.367077Z

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Observation 29d14abd-e9f6-4d13-a61d-1e48dc34c2fe · outbound

This paper cites Deep residual learning for image recognition.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Deep residual learning for image recognition

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.369731Z

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Observation 549de904-9716-4b4b-8e5d-c4b1048557dc · outbound

This paper cites Formalizing the generalization-forgetting trade-off in continual learning.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Formalizing the generalization-forgetting trade-off in continual learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.372255Z

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Observation 3450851e-7464-45f3-8e3d-05367feb1bf2 · outbound

This paper cites Generalization bounds for non-stationary mixing processes.Mach.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Generalization bounds for non-stationary mixing processes.Mach

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.374832Z

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Observation 2fa62fc3-2a40-42e5-9f2d-249d877a9607 · outbound

This paper cites Bartlett and Shahar Mendelson.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Bartlett and Shahar Mendelson

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.377535Z

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Observation c2cb62d6-24ca-41e5-9ffa-214f08953c60 · outbound

This paper cites Bach and Eric Moulines.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap Bach and Eric Moulines

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.380699Z

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Observation f20bb10a-9926-46f6-97b7-c6fd92a95ebd · outbound

This paper cites O 1 J +C κ ·O Cmax τ α p M·min(τ, C max) ! +O(1) # =O(1)(123) Forτ > t/2(recent influence), since Qt i=τ+1 γi ≤1and 1 τ α ≤ 2α tα , it follows that: tX τ=t/2+1.

Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap O 1 J +C κ ·O Cmax τ α p M·min(τ, C max) ! +O(1) # =O(1)(123) Forτ > t/2(recent influence), since Qt i=τ+1 γi ≤1and 1 τ α ≤ 2α tα , it follows that: tX τ=t/2+1

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T07:36:56.384162Z

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Pith citing papers

No inbound Pith citation observations are available.