Paper Citation Record · LEDGER

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks

As of 10 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2502.04400.

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

pith.paper-citation-record.v1
2502.04400 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:39:10.255265Z

measured 39 of 39 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

39 of 39 outbound references displayed

verified exact0
verified fuzzy3
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e7c044f-0ef3-4e13-884a-bb6b2c6064d7 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.064066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 973f6a5f-ca4f-4d56-a038-838cfff361ba · outbound

This paper cites write newline.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.071050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac896ba8-c3b3-4bfb-822e-17e9778c5d03 · outbound

This paper cites write newline.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks write newline

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.076695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1a5383d-cb36-451a-9459-a38e1c62c6b1 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.840237Z

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.

Observation 43ec864b-04cb-4345-babe-aa79668e0df6 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.823648Z

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.

Observation 53daa5b3-44a7-4156-aaf7-a421dd445ac1 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.807434Z

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.

Observation bfbe5622-5ae8-46ae-961b-e6d5971f54c7 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.791302Z

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.

Observation ef9fc320-57bf-489f-b7f1-d4bad4efad22 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.775234Z

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.

Observation 3772abf0-4e25-48cd-9511-38fd4e9da9d6 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.759175Z

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.

Observation 848325dd-129b-4d48-a318-f85fb7ea7d9b · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.116554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 730fdccc-bc6f-4408-b76b-3a0161244ce3 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.743419Z

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.

Observation 570535fe-2309-4c37-b886-cd010bd285a7 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.127204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 377957b7-32df-4506-9cfb-f4f9478f5a2c · outbound

This paper cites Cross-Modal Prototype based Multimodal Federated Learning under Severely Missing Modality.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Cross-Modal Prototype based Multimodal Federated Learning under Severely Missing Modality

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.132200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6042a443-817c-4933-8dc6-93edba987a94 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.716237Z

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.

Observation 5a0b1607-ae4c-463b-a04d-3c9391445276 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.700877Z

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.

Observation 2db284e8-83b7-4358-a52c-98f04018ac17 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.686347Z

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.

Observation 6d144ee8-e195-43c5-aa4e-5472c8883214 · outbound

This paper cites K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:39:10.672449Z

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.

Observation 6ad7e196-8a1f-4c0f-9429-bdb6140923d7 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.654997Z

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.

Observation d0a67ba4-169d-4af7-863e-84d95e624f77 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.639759Z

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.

Observation ff501808-bd0a-45ba-8f3f-3a8813ef4cbe · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.624308Z

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.

Observation 9f5622a4-f533-4433-b072-89f0ca5a86a9 · outbound

This paper cites R.; Gyawali, P.; and Bhattarai, B.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks R.; Gyawali, P.; and Bhattarai, B

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:39:10.608290Z

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.

Observation a8ab475d-ba8f-407b-942b-ec69e5c364c3 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.591782Z

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.

Observation d2ae55f4-aa71-4210-a4c4-a23bc5e39807 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:39:10.575795Z

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.

Observation 63519cde-6bf9-4880-89bc-7e44df5dace2 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.559907Z

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.

Observation 58fe993f-74cb-48a1-89a5-99821e6459f5 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.544912Z

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.

Observation ea147632-e846-45ac-ba52-2fba24e61fea · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.528550Z

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.

Observation 8d8f02eb-ba0a-4630-adb2-68f84c724f1b · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.511251Z

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.

Observation a84e5f9e-83e2-4d30-8b53-0106b8e97fd2 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.494402Z

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.

Observation 49a7c3d3-3c59-4a3e-a779-8c24a8639cdf · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.477388Z

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.

Observation 4c905e63-8b8d-4a8d-8291-b0c7d6c84483 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.461266Z

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.

Observation 14000b62-f254-4e68-804e-47dfab6ce583 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.444461Z

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.

Observation 76c07cf5-a27c-447f-a48b-6b3c11bb7639 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.220983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e85815c-dcd8-42ca-bc34-1e82e04b0e8f · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.418599Z

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.

Observation 5f722061-61f1-4e25-9507-83973c6506e3 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.401321Z

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.

Observation 87724f5e-a763-4f68-84cd-a63364e2f69f · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.385542Z

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.

Observation 3e7c5011-cb3d-486d-a342-23b707693292 · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.369715Z

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.

Observation 9b9be1d7-bc4b-4165-bca1-b3a91553253f · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.353499Z

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.

Observation a8d794dd-1f28-4ccc-a476-613674b408ba · outbound

This paper cites an unresolved cited work.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:39:10.337075Z

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.

Observation deee4a88-1909-4340-ba60-2699d6d1324a · outbound

This paper cites write newline.

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-09T00:39:10.255265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.