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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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=sha256:410b36edcc0ee821d312165d54138e8f520d41dae2626ce69b371da7b5c4ad7e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:38.718100Z digest=sha256:fadbd46d4eb5215ed99bdeef91920904eacb11da5343f8fa6f8702e5baf67be0

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:38.806737Z digest=sha256:d938b8df00c31d57d2137b06fae7852ca4bf0e98a064a9b518a9bb3d2ba652f8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:38.977971Z digest=sha256:f574c3e6210a1806eeeff6126712d7f26aa565205e50e05933070571ce583d7f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:39.123811Z digest=sha256:dee5b2ae0ad092398f0c098e211485425e1ecfd13765f31b95347fddccbe65ff

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:39.216914Z digest=sha256:c34889ea120ca29e82fff79ff72b52f7895a4cfa15fa0fafd41f9b725c8b7dbb

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=sha256:0d951fbba63d2cd15b7f301133d66350d60a940753c98a05f3a0d4ab13ede870

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=sha256:03d48ba94943aff81109db42f061b4d6817c521ae2c1183ccf1f22c130f92ad6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:39.489659Z digest=sha256:324edcc92e2ce80aa0f911f4f27d67dcb6ab2dacf6fc5e01ee26cc611adac7fa

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=sha256:6775bdb030421d98c1f92919e898fffcffbaeb224d77b73d8943aeea0b9c3cb4

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:39.680207Z digest=sha256:ee7cdc0681e72c90ae04c5295d7109698069594a8b0bce2aeea4c36af0dd25a6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:39.800741Z digest=sha256:683def7cfcb71e40635fc0681e2689c8e914fc8b7bd49c0bce6de6051809accb

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:39.900327Z digest=sha256:06bf46e5e558f819d821f623f64e09e0b5650b243999fde2411e47c0308ff1fe

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:d91025ef96567ec1258cbd72ad3a3e96753ff42ba260f89b76f1281ae47069c4

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=sha256:6d625f049c9cedc12ee8f3a0bc4a31988609365b90f8df8a2d034ca5740b6267

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=sha256:87fc36557fa567ee6a77a34c4f447b9ed4809c539f20f41239221781b3c119d0

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:40.212396Z digest=sha256:9d2da98d463542b543a35350f62484fb89ac4d3842c7fb8193eb434dc96d24dd

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=sha256:6a91a27d958f24dffcd8b06dfe557eb3e804dc969e0014e8584377375ec66352

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=sha256:9c606992d996c201cf9cc24416943bef68e83ce6a09a7d43daeb946e42d5607e

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=sha256:823cd390a1a797b9ac8f0f69cbdc1bf96cdad4742f206ea597d166b798a8dc7f

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=sha256:0a65a350eea19e51d7bcd71790357ed84948fd4303793a36a8b91aee3d256c48

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T23:05:40.602545Z digest=sha256:c6a20de217604b9ca2fb583850dc87aef569caa0a3fa9a8149df038acc258fff

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=sha256:230aab81a45226527d74f329e3d162ba7159f55b915a5e576691eea6c17c5486

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=sha256:8516931c7625214677893706281a230d3c621a62c97b08d721c782dda1ec75ba

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=sha256:91d8acf05eeedb54f1eecbca13aeef3fb771652c81a0e25b2029ede4e581cbdf

Pith citing papers

No inbound Pith citation observations are available.