Pith. sign in

Paper Citation Record · LEDGER

R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 29 inbound Pith citation observations for arXiv:2503.05379.

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

pith.paper-citation-record.v1
2503.05379 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 29 of 29 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:27:24.823469Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:20:06.377429Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c7e70f8f-498d-42e5-a927-9b37eb7798f0 · inbound

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

From System 1 to System 2: A Survey of Reasoning Large Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 290

Resolution
verified exact
arxiv_id, observed 2026-05-13T01:36:24.500598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-13T01:36:23.845366Z digest=sha256:2695f09293f2cc8a90194b32ca8c781df9171d3142376a780acd19c414d2785f

Observation e46c66b0-777a-4121-bda9-b6f6f8947210 · inbound

Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models cites this paper.

Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:33.729004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:33.729004Z digest=sha256:3ad4e1cee1ae524f0d29cb05ab60da7422139e7483207c15a67dc5d2f25085fc

Observation 0e33bb8d-c9fa-47f6-aa5d-e271e2591963 · inbound

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T14:31:13.565978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:31:13.565978Z digest=sha256:4944a6b8455aa7336331a63570200e360951a8bd664e1d3d3c588233c29238ee

Observation bfc7a347-b255-43b6-97df-b3e9738fef0d · inbound

VideoCap-R1: Enhancing MLLMs for Video Captioning via Structured Thinking cites this paper.

VideoCap-R1: Enhancing MLLMs for Video Captioning via Structured Thinking R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T11:40:57.733558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:40:57.733558Z digest=sha256:d703b65c10f7532df2ba50118330f7c22496f8a8934ce426da75c74890b9f389

Observation 72ccaf44-fc65-488a-a1cd-10b9b7ca1794 · inbound

From Emergence to Control: Probing and Modulating Self-Reflection in Language Models cites this paper.

From Emergence to Control: Probing and Modulating Self-Reflection in Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T01:03:38.824120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:03:38.824120Z digest=sha256:d3395649b3b4fd6b741a13c2e5f870c18d156a1d399d33ad5ee3fe4551f54ed6

Observation f4b54ff6-e282-4069-af2e-5c4dee1f3d62 · inbound

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning cites this paper.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T23:48:35.612776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:48:35.612776Z digest=sha256:06e4c179d1f8ec207e7a2bac0e5adb962a393f177c2994af40dcc2f439606899

Observation b5e06ef8-e5bd-4aa1-a082-be15c5a55d81 · inbound

HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context cites this paper.

HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T22:36:14.965189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:36:14.965189Z digest=sha256:5677cca861b761357ca38c5eb958648ca41c2bdb913d7f61f9afea1c7b75d211

Observation 4e747be0-c094-4386-99be-f7f4bddc6089 · inbound

LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs cites this paper.

LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 110

Resolution
unresolved
no resolver link, observed 2026-08-06T22:24:36.651661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:24:36.651661Z digest=sha256:68fdc18df9fceb606c9c67a0c3718468c40a633d11ea5b8a9b6478454a65b85a

Observation dcd2a90e-57dd-493c-898a-6e66e0d1b598 · inbound

Learning Transferable Facial Emotion Representations from Large-Scale Semantically Rich Captions cites this paper.

Learning Transferable Facial Emotion Representations from Large-Scale Semantically Rich Captions R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-06T13:07:27.602296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:07:27.602296Z digest=sha256:86f8796b6afed30f81be6ab82c6317c30410389ebfc61a542d1e8ebf90dffcf4

Observation 0a2452c2-6986-461e-a210-0421b300512e · inbound

Advancing the Foundation Model for Music Understanding cites this paper.

Advancing the Foundation Model for Music Understanding R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-06T05:49:55.521461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:49:55.521461Z digest=sha256:cb865bbb8dbe83c0af1392fb331967facd48b76ddcd68212160ef28e7c1538a8

Observation a7844490-b66f-4556-b029-2094cf4cda48 · inbound

Privacy-Preserving Approximate Nearest Neighbor Search on High-Dimensional Data cites this paper.

Privacy-Preserving Approximate Nearest Neighbor Search on High-Dimensional Data R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T20:30:48.062784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:30:48.062784Z digest=sha256:d84b769a1e53b6807bf74337861a032058bc90747f165fe3f7bca2c0f7dee46e

Observation a9b18c5f-f44b-4bc7-a711-f071a1b142b0 · inbound

Group Relative Policy Optimization for Speech Recognition cites this paper.

Group Relative Policy Optimization for Speech Recognition R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T12:07:21.386382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:07:21.386382Z digest=sha256:8f1b2ec0bfa22a9ec2b09ffe93da18b11b456594710925cd717f6a178437b181

Observation f779ca40-d73e-4bc9-95c2-b831c3477bde · inbound

DeepEyesV2: Toward Agentic Multimodal Model cites this paper.

DeepEyesV2: Toward Agentic Multimodal Model R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-16T05:32:29.493991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T05:32:29.266583Z digest=sha256:db123df09792f6959ae752825c88052b06d253357a0413e8c55ced06179d0908

Observation da0ed51d-46e0-4298-a61d-1cb6ba46f34e · inbound

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models cites this paper.

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-02T20:14:04.204686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T20:14:04.204686Z digest=sha256:d8227a7ad8ee7144c13b3316ea25032919bb4df2a99c886ae5d786901f65943c

Observation b9dc96dd-3588-4862-b5f3-58941fed53b1 · inbound

Nano-EmoX: Unifying Multimodal Emotional Intelligence from Perception to Empathy cites this paper.

Nano-EmoX: Unifying Multimodal Emotional Intelligence from Perception to Empathy R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 75

Resolution
verified exact
arxiv_id, observed 2026-05-15T17:46:23.786869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T17:43:32.593075Z digest=sha256:6db8d9cc7f93f3852e125555047e2c8486f42d0f572b3f9dc1bb7fe088a32f47

Observation 54395bc0-ea90-45ec-b9e0-176f0d27757f · inbound

Script-a-Video: Deep Structured Audio-visual Captions via Factorized Streams and Relational Grounding cites this paper.

Script-a-Video: Deep Structured Audio-visual Captions via Factorized Streams and Relational Grounding R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:11:03.564361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:07:45.595260Z digest=sha256:7269b728f0799cb40b13e37f6d66f25e028f3b8b3dc3e9db3c0526e5c3dbee33

Observation 8f9ab1e3-bca3-42a3-8e7f-65176623cf81 · inbound

Enhancing Multimodal In-Context Learning via Inductive-Deductive Reasoning cites this paper.

Enhancing Multimodal In-Context Learning via Inductive-Deductive Reasoning R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-09T05:55:31.231306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-08T19:21:30.235583Z digest=sha256:85f9ae4980ff5c2e4b8004140da434932e088f7e4dffe4267e6d304868c5d60b

Observation d376f869-9268-453d-afa8-19c1b89b7858 · inbound

AffectGPT-RL: Revealing Roles of Reinforcement Learning in Open-Vocabulary Emotion Recognition cites this paper.

AffectGPT-RL: Revealing Roles of Reinforcement Learning in Open-Vocabulary Emotion Recognition R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:01:11.809193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-08T07:25:42.870223Z digest=sha256:f53202d53c551a16eeaa1913945f3b882577e05528bcb96b73ffe9cc25bc673a

Observation 5553b942-08b1-4b22-a187-1ccbe864fa2a · inbound

AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs cites this paper.

AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 60

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T23:06:21.416414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-28T14:36:53.295540Z digest=sha256:ac762c0246a6e3ad6ee59df6ec666d1d7e6a1573b62ff23a351a3cdf2cb0b6eb

Observation c3a8e96b-4143-41ff-b1c2-d9357e445a9c · inbound

OmniOPSD: Rationale-Privileged On-Policy Self-Distillation for Affective Computing cites this paper.

OmniOPSD: Rationale-Privileged On-Policy Self-Distillation for Affective Computing R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-07-12T13:55:58.460765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T13:55:58.460765Z digest=sha256:77a9ffb4b3d836e20eb3456ed5acbf0a26770c08b7807885fd599b6dc59efde4

Observation c06d9f67-4a38-490b-af61-6b3e253b4ef9 · inbound

CogniRoute: Learning to Route Social Evidence in Omni-Modal Models cites this paper.

CogniRoute: Learning to Route Social Evidence in Omni-Modal Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 92

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T03:49:30.383019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-26T17:37:11.371892Z digest=sha256:f8ea1ff61ed3658fedd90fd2020dbf5990867735b7fad46c13571eabcfd1a3d0

Observation 3da85bef-cc00-4622-836e-755d635970af · inbound

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning cites this paper.

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 55

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T19:20:06.379528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-25T21:31:38.450382Z digest=sha256:3e89f60e1dabccae82167165cee5ff9917dd5f97a04053e98f1cb9cac1a0b80b

Observation 086d81b5-2dc0-4052-961a-924a3405b370 · inbound

MER-R1: Multimodal Emotion Reasoning via Slow-Fast Thinking Synergy cites this paper.

MER-R1: Multimodal Emotion Reasoning via Slow-Fast Thinking Synergy R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:23:51.423928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-29T05:06:09.216428Z digest=sha256:b9c0b15ab2684940aa66f87dfd0e2e8967d558d85a4910ae126573423c260e58

Observation 3f7ecc62-0bfb-455a-a6d9-1758b1aa5f1b · inbound

TimeThink: Reasoning with Time for Video LLMs cites this paper.

TimeThink: Reasoning with Time for Video LLMs R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 68

Resolution
unresolved
no resolver link, observed 2026-07-11T08:59:46.244502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T08:59:46.244502Z digest=sha256:41647e2161aeeff6f56ab6afe007b7b975d143ee8c69bda89317bc280bd347a9

Observation 8d543f84-e56b-4254-a496-4cb123a1ffa2 · inbound

InCarEmo: A Multimodal Dataset for In-Cabin Emotion Recognition and Driver State Monitoring cites this paper.

InCarEmo: A Multimodal Dataset for In-Cabin Emotion Recognition and Driver State Monitoring R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T01:25:08.888076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:25:08.888076Z digest=sha256:cd6519c9b0b4ee742c0b92073a325d2c40e56f51ab663655935401240c4da8a4

Observation 18ecc8a2-ebe1-4678-b989-9c8b88244285 · inbound

EmoAgent-R1: Towards Multimodal Emotion Understanding with Reinforcement Learning-based Dynamic Agent Specialization cites this paper.

EmoAgent-R1: Towards Multimodal Emotion Understanding with Reinforcement Learning-based Dynamic Agent Specialization R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-01T08:49:15.654400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:49:15.654400Z digest=sha256:918c064d0f4bab7fad581646fb4992205473d8cb722e8a91d328a2fdc442a884

Observation 1c3c48d4-7d2d-4628-ba12-9d41788e35f2 · inbound

OmniScope: Modality-Decoupled Token Compression for Omnimodal Large Language Models cites this paper.

OmniScope: Modality-Decoupled Token Compression for Omnimodal Large Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-01T03:25:31.655251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T03:25:31.655251Z digest=sha256:8bb2f0c080eb7a79b0a7f16997ef7d22b746ae331f89528bf8846f16d041ff5f

Observation 89bf6c89-a6a6-480f-ade9-e192819a8638 · inbound

OmniScope: Modality-Decoupled Token Compression for Omnimodal Large Language Models cites this paper.

OmniScope: Modality-Decoupled Token Compression for Omnimodal Large Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-04T04:02:54.524979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T04:02:54.524979Z digest=sha256:67ed1473c4a33017a4c517bf786539668288f9835b3d763a7b9c6ac86aecaeb2

Observation 8ff1312e-e8be-449b-bbd2-69c5c61573f4 · inbound

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction cites this paper.

OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T19:27:24.823469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:27:24.823469Z digest=sha256:6caafedb892d4b12d70a2acbc38491eaea6abf3042aa6d14a707f1da389ba883