Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 33 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 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:12:18.734874Z

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 2026-08-16T06:30:59.297886+00:00.

Observation 44ae69ef-4af5-4871-8de6-60274bf18be1 · inbound

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models cites this paper.

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 150

Resolution: unresolved; no resolver link, observed 2026-08-16T05:12:18.734874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7c1a011-9a13-42f2-a884-9b0061a923b5 · inbound

EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning cites this paper.

EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T23:27:27.822566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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 2026-08-16T06:30:59.297886+00:00.

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.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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.

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.

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.

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.

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.

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.

Observation 39e4d61d-65bf-4704-b489-4a7108e4e9a2 · inbound

E$^3$mo-Bench: A Scalable Benchmark for Multimodal Evoked and Expressed Emotion Understanding via Bayesian Pairwise Alignment cites this paper.

E$^3$mo-Bench: A Scalable Benchmark for Multimodal Evoked and Expressed Emotion Understanding via Bayesian Pairwise Alignment R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T17:17:41.034426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1351b028-c51b-4d92-a936-9235dfbebfbb · inbound

Reasoning for Social Audio-Visual Question Answering: Where Do We Stand? cites this paper.

Reasoning for Social Audio-Visual Question Answering: Where Do We Stand? R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-14T15:40:22.407728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.