Paper Citation Record · LEDGER

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge

As of 21 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2506.02010.

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

pith.paper-citation-record.v1
2506.02010 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:27:40.454155Z

measured 35 of 35 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:27:36.490653Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T13:27:40.969156Z

Reference resolution

34 of 34 outbound references displayed

verified exact2
verified fuzzy24
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fda6371e-075d-4fb3-adb7-9d3ea01c725a · outbound

This paper cites It has a wide range of applications, including public surveillance, assistive technologies for the elderly and disabled, and deepfake detection [1, 2, 3, 4].

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge It has a wide range of applications, including public surveillance, assistive technologies for the elderly and disabled, and deepfake detection [1, 2, 3, 4]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:44.147053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a3b042f7-8900-48d6-83c4-5fc5ae016983 · outbound

This paper cites CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T13:27:41.073670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f843ad0b-c733-4bc6-862c-60d3b9f46bb7 · outbound

This paper cites Only the datasets provided by the organizer (except CN-CVS2-P1) were used, meaning these systems conform to the specifications of the fixed tracks.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Only the datasets provided by the organizer (except CN-CVS2-P1) were used, meaning these systems conform to the specifications of the fixed tracks

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:44.024046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 30707a7b-0fd7-42d9-af6c-74858ab97264 · outbound

This paper cites Leaderboard CNVSRC 2024 received 10 valid submissions from 4 partic- ipating teams.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Leaderboard CNVSRC 2024 received 10 valid submissions from 4 partic- ipating teams

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.903289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5fb3bf5f-ddad-4d51-9338-a0433d5cd07f · outbound

This paper cites Compared to CNVSRC 2023, this year’s challenge introduced a stronger baseline system and more train- ing data, further pushing the boundary of the Chinese VSR re- search.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Compared to CNVSRC 2023, this year’s challenge introduced a stronger baseline system and more train- ing data, further pushing the boundary of the Chinese VSR re- search

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.792158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c5017300-b00c-4e2c-99a6-dd278052e56c · outbound

This paper cites Continuous automatic speech recognition by lipreading,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Continuous automatic speech recognition by lipreading,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.695099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f9cf8b01-8b5d-4b2d-83f9-2c98d77e67a1 · outbound

This paper cites Audiovisual in- tegration and lipreading abilities of older adults with normal and impaired hearing,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Audiovisual in- tegration and lipreading abilities of older adults with normal and impaired hearing,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.595194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5a6aaf80-45cb-4f37-8e1c-42f4e45acbf3 · outbound

This paper cites Visual speech recognition,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Visual speech recognition,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.475169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 66e2d2ab-a4cc-4201-808e-59ec2e8064c0 · outbound

This paper cites Lips don’t lie: A generalisable and robust approach to face forgery de- tection,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Lips don’t lie: A generalisable and robust approach to face forgery de- tection,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.343003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0771309a-cb55-46b1-b735-c0998c3b75da · outbound

This paper cites Multi-temporal lip-audio mem- ory for visual speech recognition,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Multi-temporal lip-audio mem- ory for visual speech recognition,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.256867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eb247147-f0c0-40af-809b-7177c2c2a238 · outbound

This paper cites Training strategies for improved lip-reading,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Training strategies for improved lip-reading,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:43.132493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3a57cf48-7c06-4bc4-befc-6542638ad6eb · outbound

This paper cites Improved word-level lipreading with temporal shrinkage net- work and netvlad,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Improved word-level lipreading with temporal shrinkage net- work and netvlad,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.998784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4b513915-71d9-4851-a7f9-1fe39af6d2bc · outbound

This paper cites Lip reading in the wild,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Lip reading in the wild,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.890849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e229cbb6-0806-4b61-8cc1-2d1ab0bb774d · outbound

This paper cites Distinguishing homophenes using multi-head visual-audio memory for lip reading,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Distinguishing homophenes using multi-head visual-audio memory for lip reading,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.722388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 985977bb-f6b5-4ce5-b964-7ebfee1af6e3 · outbound

This paper cites Con- former is all you need for visual speech recognition,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Con- former is all you need for visual speech recognition,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.589227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e420793d-60d1-4414-aae1-661a39e7a4bb · outbound

This paper cites Transformer-based video front-ends for audio-visual speech recognition for single and multi-person video,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Transformer-based video front-ends for audio-visual speech recognition for single and multi-person video,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.498752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 94c24405-4f8b-42b2-817b-60d0e28d3fa6 · outbound

This paper cites Learning audio-visual speech representation by masked multimodal cluster prediction,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Learning audio-visual speech representation by masked multimodal cluster prediction,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.332358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6848ec7b-2331-461b-977e-dc6118a1b3ab · outbound

This paper cites Large- scale visual speech recognition,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Large- scale visual speech recognition,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.232738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5b476e5a-bca0-4c11-a926-9c355cce20c5 · outbound

This paper cites CN-CVS: A Mandarin audio-visual dataset for large vocabulary continuous visual to speech synthesis,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge CN-CVS: A Mandarin audio-visual dataset for large vocabulary continuous visual to speech synthesis,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:27:38.926626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96b4a5f-65aa-4a04-a5a3-3b378c422c58 · outbound

This paper cites CNVSRC 2023: The first Chinese continuous visual speech recognition challenge,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge CNVSRC 2023: The first Chinese continuous visual speech recognition challenge,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:27:39.067394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 441450db-b638-4ff9-9ccf-aef6ab8b39b3 · outbound

This paper cites Auto-A VSR: Audio-visual speech recognition with automatic labels,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Auto-A VSR: Audio-visual speech recognition with automatic labels,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:27:39.196049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c7dae19-31c9-48ca-a07d-0498567da775 · outbound

This paper cites Combining residual net- works with LSTMs for lipreading,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Combining residual net- works with LSTMs for lipreading,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:42.007264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0e823916-b9a7-484e-a6eb-b64bff230d3a · outbound

This paper cites Conformer: Convolution- augmented Transformer for speech recognition,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Conformer: Convolution- augmented Transformer for speech recognition,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:41.933622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bca2496f-9d7d-4ddf-a2db-5482e500e49c · outbound

This paper cites U2++: Unified Two-pass Bidirectional End-to-end Model for Speech Recognition.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge U2++: Unified Two-pass Bidirectional End-to-end Model for Speech Recognition

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:27:39.557934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef902514-bf8b-4420-a6dd-a04e86ea551b · outbound

This paper cites Hybrid CTC/attention architecture for end-to-end speech recog- nition,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Hybrid CTC/attention architecture for end-to-end speech recog- nition,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:41.756204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0f4f77f8-5a28-4924-87eb-2008d50784f4 · outbound

This paper cites Decoupled weight decay regulariza- tion,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Decoupled weight decay regulariza- tion,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T13:27:39.713009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5bf7075-b950-486b-80cf-522ce7a6d128 · outbound

This paper cites The NPU-ASLP-LiAuto System Description for Visual Speech Recognition in CNVSRC 2023.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge The NPU-ASLP-LiAuto System Description for Visual Speech Recognition in CNVSRC 2023

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:27:40.861015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6cc3c219-c584-4851-8351-61266178b0ae · outbound

This paper cites Enhancing Lip Reading with Multi-Scale Video and Multi-Encoder.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Enhancing Lip Reading with Multi-Scale Video and Multi-Encoder

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:27:40.664659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d31570dc-6315-4b16-acd0-3d3ada9e8347 · outbound

This paper cites MFA-Conformer: Multi-scale feature aggregation con- former for automatic speaker verification,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge MFA-Conformer: Multi-scale feature aggregation con- former for automatic speaker verification,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:41.634481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fa9fc0d0-9019-4c28-a595-97d2619e49b4 · outbound

This paper cites E-branchformer: Branchformer with enhanced merging for speech recognition,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge E-branchformer: Branchformer with enhanced merging for speech recognition,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:41.517395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c46b5728-56da-48b4-8703-1a5bd6c84083 · outbound

This paper cites On the parameteriza- tion and initialization of diagonal state space models,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge On the parameteriza- tion and initialization of diagonal state space models,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:41.369324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 36c4d22b-d6a3-493b-bc27-872796eede46 · outbound

This paper cites Efficiently modeling long sequences with structured state spaces,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Efficiently modeling long sequences with structured state spaces,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T13:27:40.303807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d61e479e-4ab6-4efc-9321-ba1431695fe7 · outbound

This paper cites Structured state space decoder for speech recognition and synthesis,.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge Structured state space decoder for speech recognition and synthesis,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:27:41.219409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7ab920f7-31a7-4d42-b745-6fa6e13e518a · outbound

This paper cites A post-processing system to yield reduced word er- ror rates: Recognizer output voting error reduction (rover),.

CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge A post-processing system to yield reduced word er- ror rates: Recognizer output voting error reduction (rover),

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:27:40.454155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a3b042f7-8900-48d6-83c4-5fc5ae016983 · inbound