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Paper Citation Record · LEDGER

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge

As of 20 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2508.05991.

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

pith.paper-citation-record.v1
2508.05991 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:05:40.813055Z

measured 25 of 25 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 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

25 of 25 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved19
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1224f0a5-c1a4-4cbd-a75c-00cd9809b6ac · outbound

This paper cites wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:38.647544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:38.647544Z digest=sha256:8713756589581c87b03b509543129269634ffbccd4c57f9660e06edfae671d39

Observation 3c91199c-3573-4a73-ac92-f6336aa184dd · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 2

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T23:05:42.011695Z

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.

source=pdf_text observed=2026-08-05T23:05:38.718100Z digest=sha256:b183ecbf5f8705b3c470a0d1dd4938578967da755904f5a6918a736523a32ff6

Observation 9051b375-ef34-444d-bbf7-5c94c165a6b5 · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:05:43.508448Z

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.

source=pdf_text observed=2026-08-05T23:05:38.806737Z digest=sha256:7c16764a09cb0caded67ceb30b6680a50c8db1b5c67c36ef97d6ee6711f3cd13

Observation 5b3bfcdd-e000-49a7-b42e-0d33b1ccbfa5 · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:05:43.219441Z

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.

source=pdf_text observed=2026-08-05T23:05:38.977971Z digest=sha256:b2540aeb68bd22061991e6d2956155cc4d517d76a3d33e1cb44a553bb7b70cb8

Observation 5d646bc7-a8eb-4b89-83cd-06b51dcc3f9e · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 5

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T23:05:42.870019Z

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.

source=pdf_text observed=2026-08-05T23:05:39.123811Z digest=sha256:9b87251310e54a19a6ed7f89726e9705a770dafb60e5ab0714f73924a9ef49da

Observation db92cad8-e2ff-47a6-a7cf-be76497a554f · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:05:42.555392Z

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.

source=pdf_text observed=2026-08-05T23:05:39.216914Z digest=sha256:7f1490b2a142c8f9958f627ab27d145f4e9a9f1758e32bd560ee20ea9276ca42

Observation deaf729d-1bff-4052-93a5-9b8fb91c010c · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:39.305380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:39.305380Z digest=sha256:91029813f78ec10a37bb0650019707badd32d2077b220fce7a2fdd7b8c32779c

Observation 52729069-0f21-4dea-9981-334bc74118fc · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:39.399484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:39.399484Z digest=sha256:70c2b33d90dbe2e59e3af636a18d8aab719d5570498a416938ed375bd8effddd

Observation 944f8f36-e071-4958-9d48-4df09ed97506 · outbound

This paper cites Graph-based Multi-sensor Fusion for Consistent Localization of Autonomous Construction Robots.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Graph-based Multi-sensor Fusion for Consistent Localization of Autonomous Construction Robots

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:05:41.638266Z

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.

source=pdf_text observed=2026-08-05T23:05:39.489659Z digest=sha256:e6a32b84d88087ec517bf868501ee96c4e1d456a6dd3cc57b5a956ea926ac6d3

Observation 3a7dd807-d787-43de-a03a-c31ec60fce66 · outbound

This paper cites MaPLe: Multi-modal Prompt Learning.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge MaPLe: Multi-modal Prompt Learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:39.584897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:39.584897Z digest=sha256:5b105307ff7ce6d33aedb16e1d1807b51cb126e83fdf783c43f9455312f413ae

Observation 6314bb5e-cb9a-4d63-a653-70b9ac6910a9 · outbound

This paper cites MER 2025: When Affective Computing Meets Large Language Models.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge MER 2025: When Affective Computing Meets Large Language Models

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:05:41.433045Z

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.

source=pdf_text observed=2026-08-05T23:05:39.680207Z digest=sha256:f8ce10ea2b402e2b449ab9be3bc9b4c205bd6639a6bf040151610dbea438a5fc

Observation a15ed89b-52b5-4629-8298-77e6af0c44cd · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:05:42.338088Z

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.

source=pdf_text observed=2026-08-05T23:05:39.800741Z digest=sha256:23147f33f00f4183a1b74778ecb540a9daccd224e77688ec363dd5d632b8bf2f

Observation ee12686b-e9a2-4d59-901c-05b869556046 · outbound

This paper cites MER 2024: Semi-Supervised Learning, Noise Robustness, and Open-Vocabulary Multimodal Emotion Recognition.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge MER 2024: Semi-Supervised Learning, Noise Robustness, and Open-Vocabulary Multimodal Emotion Recognition

Reference 13

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T23:05:41.246758Z

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.

source=pdf_text observed=2026-08-05T23:05:39.900327Z digest=sha256:fbd471dead4fde990d0b8d5708ba307660a9d38490f103d16ec1b5c0aa66623e

Observation 60f85451-db56-478a-8e69-9a4137c4ce72 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:39.967765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:39.967765Z digest=sha256:5a647d8a1dd5f206be050c65a1ce92138533c9ff404302659a02917dc0f2e736

Observation efdaf7d8-a6ee-4dec-98fe-60912dbc451f · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.052815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.052815Z digest=sha256:c0016036f60953666555fb0c0d11a87d9f37d9d218a8c2d4a053f5c970692caa

Observation 497f3d69-2197-45aa-a828-2cc48225caff · outbound

This paper cites GPT-4 Technical Report.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge GPT-4 Technical Report

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.124006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.124006Z digest=sha256:6c7a564ea23165438198ad6cb4a83ab4e6f2ce334d513bf5ca3ffa0752a6453a

Observation b30cc12d-94db-4d24-af68-bcb448b353ce · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:05:42.144336Z

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.

source=pdf_text observed=2026-08-05T23:05:40.212396Z digest=sha256:28f0629b828cdcf67d6927297bbe76876d7e54aa7e625c2cee021c602b0f6270

Observation caabb2c2-6f67-4d3f-8eaf-92ae71ce6500 · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.303609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.303609Z digest=sha256:9972880d1f09d6f14b84b13db87ed858069b3835a62cfeb846525722f5f9d9fc

Observation e2db6ebc-a977-4ba3-8b1f-2d8b36c5c4f0 · outbound

This paper cites Multimodal Emotion Recognition with Vision-language Prompting and Modality Dropout.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Multimodal Emotion Recognition with Vision-language Prompting and Modality Dropout

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.398964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.398964Z digest=sha256:370f8411f5a14ef43517c47eb1853c148e194547efa0fa1c90a9fa0056c7b2c1

Observation 734c7d74-304a-4549-8603-f50effa727de · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Learning Transferable Visual Models From Natural Language Supervision

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.466984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.466984Z digest=sha256:100108f500a11bc456f10910eb77f0d27afe3d3dfb77dc4a07d7419bf0bddc86

Observation 7ea01571-cd90-4501-b72f-9b46f0ccb4b7 · outbound

This paper cites Attention Is All You Need.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Attention Is All You Need

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.534407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.534407Z digest=sha256:3749a5377e96d51f92983ce6a8e098a98e8808b7a0257219a6c879e7328c6f12

Observation 5519de94-2681-4285-8629-954017e00d50 · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 22

Resolution
verified exact
doi, observed 2026-08-05T23:05:40.968866Z

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.

source=pdf_text observed=2026-08-05T23:05:40.602545Z digest=sha256:89bf7fbbe723b17852b7bcce1e091196cbddd9db00e847cc0b7e2a30cf2f2750

Observation 55060e90-f004-4534-810b-2a309e88b7b8 · outbound

This paper cites Qwen2.5-Omni Technical Report.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Qwen2.5-Omni Technical Report

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.688370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.688370Z digest=sha256:ae6e89f990e002265358976e8ab5da767223df52b1201dc42c850aff99f7cbe2

Observation 1a776fb5-ef3c-42e1-9fa2-9e3c71628ac5 · outbound

This paper cites Improving Multimodal Emotion Recognition by Leveraging Acoustic Adaptation and Visual Alignment.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Improving Multimodal Emotion Recognition by Leveraging Acoustic Adaptation and Visual Alignment

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:40.813055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:40.813055Z digest=sha256:a7b03bd9712bbb4ff1d761a5e990579292094f399df2aa5b759b2ee8054d2b03

Observation 7857c12e-5e9c-4a2a-9464-92c8b3bcd84a · outbound

This paper cites an unresolved cited work.

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge Unresolved cited work

Reference 4733

Resolution
unresolved
no resolver link, observed 2026-08-05T23:05:38.894165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:05:38.894165Z digest=sha256:da1bc86206d70b1be1157013a06b9c1223dee6b0ecf6f56c8f1f72fbe162dab5

Pith citing papers

No inbound Pith citation observations are available.