Paper Citation Record · LEDGER

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2505.04921.

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

pith.paper-citation-record.v1
2505.04921 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:31:57.845882Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T02:44:28.049569Z

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 bffba20d-c726-44ca-9288-01e43290b833 · inbound

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models? cites this paper.

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models? Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T16:31:57.845882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e45b5ec3-a23d-49ae-98a7-e04075498a79 · inbound

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 133

Resolution: unresolved; no resolver link, observed 2026-08-05T16:20:59.685324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 194346aa-9f27-42e6-b08f-ae432e5de4b5 · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.493981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65d6905-acca-4367-9f24-339f66b6618b · inbound

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives cites this paper.

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T19:34:25.492417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 616ab416-5f6c-42a8-bd47-e9155f0ad6a5 · inbound

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework cites this paper.

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-18T12:32:36.361359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 36a7b0d3-5897-4037-a822-8ca9115891bd · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:11:30.087068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ec5d3588-2cf9-4939-b169-9d4cc35722ef · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:45.298957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd204ca-3d25-4713-9dd6-08f368f410ad · inbound

LookWise: Knowing When and Where to Look for Fine-Grained Visual Reasoning in Multimodal Large Language Models cites this paper.

LookWise: Knowing When and Where to Look for Fine-Grained Visual Reasoning in Multimodal Large Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T20:30:56.951607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d1c70cb-d8a9-40b9-b5b8-ec7df293a230 · inbound

OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering cites this paper.

OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T06:11:01.552354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 438d5b62-a28e-4181-bc8a-a59a304a203a · inbound

Decoupled Similarity for Task-Aware Token Pruning in Large Vision-Language Models cites this paper.

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:56:05.744774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 65ac6982-1253-44bc-8b74-f1915ca8ca32 · inbound

Beyond Binary Contrast: Modeling Continuous Skeleton Action Spaces with Transitional Anchors cites this paper.

Beyond Binary Contrast: Modeling Continuous Skeleton Action Spaces with Transitional Anchors Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:51:03.578653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c0c8f5af-aa88-4182-a8e6-315ab58e9420 · inbound

ViSRA: A Video-based Spatial Reasoning Agent for Multi-modal Large Language Models cites this paper.

ViSRA: A Video-based Spatial Reasoning Agent for Multi-modal Large Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:46:36.421527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5fc18d1e-fa3c-4bc0-9b50-8b7785c4f707 · inbound

NASiC: 3D NAND-based CAM-Selected Multibit CIM Architecture for Efficient On-Device Mixture-of-Experts LLM Inference cites this paper.

NASiC: 3D NAND-based CAM-Selected Multibit CIM Architecture for Efficient On-Device Mixture-of-Experts LLM Inference Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-25T03:00:16.019653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f2fe28ed-01c0-4b75-87bb-6b6533eebe8f · inbound

PEDESTRIANQA: A Benchmark for Vision-Language Models on Pedestrian Intention and Trajectory Prediction cites this paper.

PEDESTRIANQA: A Benchmark for Vision-Language Models on Pedestrian Intention and Trajectory Prediction Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:34:40.936877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 86f6ae4c-1b6e-4e9b-82de-283950f3170c · inbound

AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution cites this paper.

AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:14:04.662917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 50254a08-a76b-4ad7-94c6-df15f8d46f46 · inbound

Mags-RL: Wearing Multimodal LLMs a Magnifying Glass via Agentic Reinforcement Learning For Complex Scene Reasoning cites this paper.

Mags-RL: Wearing Multimodal LLMs a Magnifying Glass via Agentic Reinforcement Learning For Complex Scene Reasoning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T13:43:29.018395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3db0dc68-3a88-4d5a-b518-32cb56fcfb3b · inbound

Watch, Remember, Reason: Human-View Video Understanding with MLLMs cites this paper.

Watch, Remember, Reason: Human-View Video Understanding with MLLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:37:14.037520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f137f6d5-c43a-4677-9922-2d3efa2a795b · 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 Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 62

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T23:06:21.347654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 815cbf74-c26e-40c7-9108-d33440545e1c · inbound

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning cites this paper.

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T14:29:53.387832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9729d942-8013-4e75-8fe9-66e95fc67465 · inbound

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs cites this paper.

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-07-08T02:44:28.050948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 39982139-c36d-4678-a8ab-a2e0f5789ddd · inbound

Mixture of Cognitive Experts in Large Vision-Language Models cites this paper.

Mixture of Cognitive Experts in Large Vision-Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T09:13:07.507164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d79251d8-84ac-45b3-bd19-4b1fb35c38a3 · inbound

Knowing the Self, Understanding the World: A Dual-Cognition Benchmark for UAV Spatio-temporal Reasoning with MLLMs cites this paper.

Knowing the Self, Understanding the World: A Dual-Cognition Benchmark for UAV Spatio-temporal Reasoning with MLLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T21:08:19.564996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f897abd-8868-4151-b05f-2845cbbfeee4 · inbound

DC-Leap: Training-Free Acceleration of dLLMs via Draft-Guided Contiguous Leaping Decoding cites this paper.

DC-Leap: Training-Free Acceleration of dLLMs via Draft-Guided Contiguous Leaping Decoding Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T13:42:25.191504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.