Paper Citation Record · LEDGER

Multimodal Video Emotion Recognition with Reliable Reasoning Priors

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 2 inbound Pith citation observations for arXiv:2508.03722.

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

pith.paper-citation-record.v1
2508.03722 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:18:32.900270Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:42:33.784811Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T06:41:37.028986Z

Reference resolution

33 of 33 outbound references displayed

verified exact2
verified fuzzy17
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d5c627a-a6db-43ee-a226-5bb0c96c6d11 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:29.677235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eb8c3b6-26c8-493a-b570-d4b6c0db845e · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:29.724352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efd91f36-55f8-451b-912c-67610fb9ae5e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Chain-of-thought prompting elicits reasoning in large language models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:29.763895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b59b22-e7a1-4a78-8c88-f34c8c64a3e5 · outbound

This paper cites Train- ing language models to follow instructions with human feedback.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Train- ing language models to follow instructions with human feedback

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:38.079998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8206c12d-31a4-40cd-8a65-113b73225169 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:29.911747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 407afac2-5f17-40be-adcf-141bf72293d0 · outbound

This paper cites R., Shravan Venkatraman, Vigya Sharma, Santhosh Malarvannan, and Modigari Narendra.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors R., Shravan Venkatraman, Vigya Sharma, Santhosh Malarvannan, and Modigari Narendra

Reference 6

Resolution: verified exact; raw_fallback, observed 2026-08-06T12:18:33.807166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8bee82be-d806-41f9-a2a2-d50e6b8b2026 · outbound

This paper cites Tacfn: Transformer-based adaptive cross-modal fusion network for multimodal emotion recognition.Artificial Intelligence Research, 2, 2023.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Tacfn: Transformer-based adaptive cross-modal fusion network for multimodal emotion recognition.Artificial Intelligence Research, 2, 2023

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:37.820936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 74b3c003-b1f4-4aff-bef3-b35b768feb6d · outbound

This paper cites Multimodal language analysis in the wild: CMU-MOSEI dataset and interpretable dynamic fusion graph.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Multimodal language analysis in the wild: CMU-MOSEI dataset and interpretable dynamic fusion graph

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:37.576873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 08dc0430-9e1c-4952-8d6f-886f58d8298d · outbound

This paper cites Livingstone and Frank A.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Livingstone and Frank A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:37.377872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 23f35a65-b2f2-4331-855f-2cd9752c836f · outbound

This paper cites Multimodal emotion recognition with vision–language prompting and modality dropout.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Multimodal emotion recognition with vision–language prompting and modality dropout

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:37.178312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fd14d689-c8ec-4d1b-81ad-326227f8d045 · outbound

This paper cites Visual and textual prompts for enhancing emotion recognition in video.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Visual and textual prompts for enhancing emotion recognition in video

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:36.927739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0b3c981a-614c-4c59-b32c-700f34dd850d · outbound

This paper cites Ov-mer: Towards open-vocabulary multi- modal emotion recognition.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Ov-mer: Towards open-vocabulary multi- modal emotion recognition

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:36.718680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4645c05e-13d6-4053-a3ff-b54cca8f6139 · outbound

This paper cites Af- fectgpt: A new dataset, model, and benchmark for emotion understanding with multimodal large language models.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Af- fectgpt: A new dataset, model, and benchmark for emotion understanding with multimodal large language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:36.453411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e7e6434-b61d-4182-b307-d66b066735de · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:30.733821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec32d509-c19c-43eb-a525-ecec7b3af040 · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:30.801571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acbf79e9-a453-445c-81e2-2cf1ccce4be1 · outbound

This paper cites Visual Programming: Compositional visual reasoning without training.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Visual Programming: Compositional visual reasoning without training

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:30.875408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d07a0b31-6cee-4585-ba9b-6525e8515787 · outbound

This paper cites Visual chain-of-thought prompting for knowledge- based visual reasoning.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Visual chain-of-thought prompting for knowledge- based visual reasoning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:36.189511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d99ad617-03b0-4534-a7ea-5f6a91e237b6 · outbound

This paper cites LaMI: Augmenting Large Language Models via Late Multi-Image Fusion.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors LaMI: Augmenting Large Language Models via Late Multi-Image Fusion

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:18:33.354038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f6af8b3-4203-4346-9353-5555f5361ecf · outbound

This paper cites An explainable vision question answer model via diffusion chain-of-thought.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors An explainable vision question answer model via diffusion chain-of-thought

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:35.886744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 12e8b7a5-2f19-4031-b883-ac4889c056a2 · outbound

This paper cites The relation between valence and arousal in subjective experience.Psychological bulletin, 139(4):917, 2013.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors The relation between valence and arousal in subjective experience.Psychological bulletin, 139(4):917, 2013

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:35.691694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7ac25b27-2593-4994-b885-9b9f2105ae1d · outbound

This paper cites Arousal, valence, and mem- ory for detail.Memory, 12(2):237–247, 2004.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Arousal, valence, and mem- ory for detail.Memory, 12(2):237–247, 2004

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:35.369149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d515ee12-2acc-4932-a8b1-c7eca222a843 · outbound

This paper cites Facial action coding system.Environmental Psychology & Nonverbal Behavior, 1978.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Facial action coding system.Environmental Psychology & Nonverbal Behavior, 1978

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:35.089526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 883dd76c-e4e3-45f0-9bf0-fd9b040bdf6b · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Gemini: A Family of Highly Capable Multimodal Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:31.822763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 540bedeb-187a-448c-9dfc-dcadab01b2d4 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Representation Learning with Contrastive Predictive Coding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:31.888109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a883165-e486-469f-bb15-7a22a935a461 · outbound

This paper cites Balanced contrastive learning for long-tailed visual recognition.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Balanced contrastive learning for long-tailed visual recognition

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:34.829391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 361c99b7-16e4-41ab-86b2-ed2c3d85bde2 · outbound

This paper cites Mer 2024: Semi-supervised learning, noise robustness, and open-vocabulary multimodal emotion recognition.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Mer 2024: Semi-supervised learning, noise robustness, and open-vocabulary multimodal emotion recognition

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:34.614285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c71cc0df-bb19-4809-950a-07bf92d0baa4 · outbound

This paper cites Mer 2023: Multi-label learning, modality robustness, and semi-supervised learning.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Mer 2023: Multi-label learning, modality robustness, and semi-supervised learning

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:34.325330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9d69c8ff-0d2c-4ea8-93f5-18dd6cb9654c · outbound

This paper cites Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning.Advances in Neural Information Processing Systems, 37:110805–110853, 2024.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning.Advances in Neural Information Processing Systems, 37:110805–110853, 2024

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:18:34.070365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa515d7c-71c5-416b-a031-6d593afef563 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:32.448054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ef91280-3fa7-4007-aa6a-39f50dfe993e · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:32.553102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c920637-e1db-4474-889f-be9987090f8c · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:32.678085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b8c1a8a-da01-478c-b1a1-083df0888033 · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:32.811352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f53d9fd-8034-4b53-97fe-4a5538355a79 · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

Multimodal Video Emotion Recognition with Reliable Reasoning Priors Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T12:18:32.900270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6a5087e3-3222-4fec-a5e0-b7b40d215aa8 · inbound

WINELL: Wikipedia Never-Ending Updating with LLM Agents cites this paper.

WINELL: Wikipedia Never-Ending Updating with LLM Agents Multimodal Video Emotion Recognition with Reliable Reasoning Priors

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T11:42:33.784811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4134853e-9692-4730-a6db-6da003818775 · inbound

Position: Life-Logging Video Streams Make the Privacy-Utility Trade-off Inevitable cites this paper.

Position: Life-Logging Video Streams Make the Privacy-Utility Trade-off Inevitable Multimodal Video Emotion Recognition with Reliable Reasoning Priors

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:41:37.038342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.