Paper Citation Record · LEDGER

Negative to Positive Co-learning with Aggressive Modality Dropout

As of 21 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2501.00865.

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

pith.paper-citation-record.v1
2501.00865 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:43:05.213616Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T06:52:34.592172Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T06:55:29.048814Z

Reference resolution

13 of 13 outbound references displayed

verified exact1
verified fuzzy2
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 62ae167d-8e22-47fa-b5f4-0236cb5dc89b · outbound

This paper cites Modality Dropout for Improved Performance-driven Talking Faces.

Negative to Positive Co-learning with Aggressive Modality Dropout Modality Dropout for Improved Performance-driven Talking Faces

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T22:43:05.442515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 728b6ee2-164f-487e-a1ea-d067b8394707 · outbound

This paper cites N., Lee, S., and Narayanan, S.

Negative to Positive Co-learning with Aggressive Modality Dropout N., Lee, S., and Narayanan, S

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:43:05.162753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c951428d-70e7-40fb-8050-6997b71c7c77 · outbound

This paper cites Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling.

Negative to Positive Co-learning with Aggressive Modality Dropout Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T22:43:05.167338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3a4e094-9301-4e2d-89dd-6bb2ce9264b9 · outbound

This paper cites Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions.

Negative to Positive Co-learning with Aggressive Modality Dropout Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:43:05.172300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a80813d-e1c8-4757-8002-6714229e9e50 · outbound

This paper cites Recurrent Neural Network Transducer for Audio-Visual Speech Recognition.

Negative to Positive Co-learning with Aggressive Modality Dropout Recurrent Neural Network Transducer for Audio-Visual Speech Recognition

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:43:05.401565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b693a6e6-2922-4f92-a0ef-1039a6e63de3 · outbound

This paper cites ModDrop: adaptive multi-modal gesture recognition.

Negative to Positive Co-learning with Aggressive Modality Dropout ModDrop: adaptive multi-modal gesture recognition

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:43:05.182381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e20eb33-7514-4512-b215-7b8cffa1f1cd · outbound

This paper cites an unresolved cited work.

Negative to Positive Co-learning with Aggressive Modality Dropout Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:43:05.487414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 832d286f-5844-4fc5-aba4-3e44c4b30af5 · outbound

This paper cites Multimodal co-learning: challenges, applications with datasets, recent advances and future directions.

Negative to Positive Co-learning with Aggressive Modality Dropout Multimodal co-learning: challenges, applications with datasets, recent advances and future directions

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:43:05.474572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 66b601f3-6a97-4dd3-8729-ffc4361e204d · outbound

This paper cites Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction.

Negative to Positive Co-learning with Aggressive Modality Dropout Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T22:43:05.194883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1db6df5-c614-4ac2-9b1d-ef724d619b87 · outbound

This paper cites Memory Fusion Network for Multi-view Sequential Learning.

Negative to Positive Co-learning with Aggressive Modality Dropout Memory Fusion Network for Multi-view Sequential Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T22:43:05.202564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 475d99fa-b236-4e56-a8e7-257b307c22df · outbound

This paper cites P., and Morency, L.-P.

Negative to Positive Co-learning with Aggressive Modality Dropout P., and Morency, L.-P

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:43:05.462136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7b571fab-3545-4f1f-9332-37168565e32c · outbound

This paper cites Robust audio-visual speech recognition using bimodal dfsmn with multi-condition training and dropout regularization.

Negative to Positive Co-learning with Aggressive Modality Dropout Robust audio-visual speech recognition using bimodal dfsmn with multi-condition training and dropout regularization

Reference 13

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T22:43:05.344625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation caf6e5b3-5307-45a6-b13e-1ad25e3c6c5b · outbound

This paper cites write newline.

Negative to Positive Co-learning with Aggressive Modality Dropout write newline

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T22:43:05.213616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b3163f08-5a88-464c-a9d8-25752707dcfe · inbound

MSNN-LINet: Cross-Modal Learning via Continuous Linear Integration cites this paper.

MSNN-LINet: Cross-Modal Learning via Continuous Linear Integration Negative to Positive Co-learning with Aggressive Modality Dropout

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-01T06:55:29.051106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.