Paper Citation Record · LEDGER

Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 22 inbound Pith citation observations for arXiv:2412.02104.

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

pith.paper-citation-record.v1
2412.02104 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 22 of 22 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 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T21:12:22.394230Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

10
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b9220300-1571-474a-9f81-64b400bdb17a · inbound

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:32:32.888726Z

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 f6ac4806-3d66-4213-bf96-9480f05b34b3 · inbound

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM cites this paper.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.394230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a558fa4f-2a39-4149-80df-bd468a5a5042 · inbound

Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring cites this paper.

Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T21:06:55.839319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d8aa99-94d9-4781-9d5c-7fddd82368c0 · inbound

CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring cites this paper.

CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:32.345547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfe72256-4221-43c3-8a49-7ae6a8a501e9 · inbound

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning cites this paper.

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:44.885332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58060430-2b71-43dc-95f0-8289fe674f1f · inbound

The time course of visuo-semantic representations in the human brain is captured by combining vision and language models cites this paper.

The time course of visuo-semantic representations in the human brain is captured by combining vision and language models Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T23:11:33.412140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 139b1daa-47d7-46ab-8b81-4a9e375eafdd · inbound

Towards Transparent AI: A Survey on Explainable Large Language Models cites this paper.

Towards Transparent AI: A Survey on Explainable Large Language Models Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T22:22:42.220033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f02e5a7-a4d0-4819-a23e-96ab81ce1ba8 · inbound

LongAnimation: Long Animation Generation with Dynamic Global-Local Memory cites this paper.

LongAnimation: Long Animation Generation with Dynamic Global-Local Memory Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:59.901023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a94cb14-3b90-4d4a-86b4-5b968eb7dec5 · inbound

Recourse, Repair, Reparation, & Prevention: A Stakeholder Analysis of AI Supply Chains cites this paper.

Recourse, Repair, Reparation, & Prevention: A Stakeholder Analysis of AI Supply Chains Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:59.826071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91c07260-d94d-42fb-9594-9506434b01f1 · inbound

Benchmarking Foundation Models with Multimodal Public Electronic Health Records cites this paper.

Benchmarking Foundation Models with Multimodal Public Electronic Health Records Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T15:50:15.335365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a855dbf3-1936-4255-8ffb-2b16a7239d31 · inbound

SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law cites this paper.

SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T14:37:19.033109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67fde6f4-d426-4769-bb32-61f74d561522 · inbound

Multimodal Function Vectors for Visual Relations cites this paper.

Multimodal Function Vectors for Visual Relations Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-04T12:44:41.600573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb2e2c30-9dc5-43f9-a2d5-8101406fb5b0 · inbound

HART: High-Resolution Annotation-Free Reasoning Technique through a Closed-loop Framework cites this paper.

HART: High-Resolution Annotation-Free Reasoning Technique through a Closed-loop Framework Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T20:19:13.457923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40dc1e0e-3e8d-458a-ab18-7b9aad361e32 · inbound

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions cites this paper.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:51:30.385816Z

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 b8fdaef4-9574-46bd-9444-b1ee9cac28f8 · inbound

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions cites this paper.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T20:04:32.769786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53edac71-202e-4cd9-b8b8-37c348243d79 · inbound

Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks cites this paper.

Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-21T11:10:01.961487Z

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 9ada7a52-d94c-42ab-8348-381645d93efc · inbound

UHR-BAT: Budget-Aware Token Compression Vision-Language model for Ultra-High-Resolution Remote Sensing cites this paper.

UHR-BAT: Budget-Aware Token Compression Vision-Language model for Ultra-High-Resolution Remote Sensing Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:55:28.864017Z

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 f4f1e593-6c83-4209-b8a9-127fd4fdbe67 · inbound

From Heads to Neurons: Causal Attribution and Steering in Multi-Task Vision-Language Models cites this paper.

From Heads to Neurons: Causal Attribution and Steering in Multi-Task Vision-Language Models Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:46:09.455482Z

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 85b28b53-d8f1-4a66-8350-cfa4c018e985 · inbound

ProjLens: Unveiling the Role of Projectors in Multimodal Model Safety cites this paper.

ProjLens: Unveiling the Role of Projectors in Multimodal Model Safety Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 129

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:46:05.779290Z

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 15f7d97c-7a62-4810-a9c1-7923d25e4cb0 · inbound

3D-CBM: A Framework for Concept-Based Interpretability in Generative 3D Modeling cites this paper.

3D-CBM: A Framework for Concept-Based Interpretability in Generative 3D Modeling Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:27:40.524932Z

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 4ea7972b-7e10-44d2-ab6a-ca94eda19b02 · inbound

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs cites this paper.

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T01:33:50.503472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 763be5cb-b83e-42dd-b839-0eec196a34bc · inbound

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs cites this paper.

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T04:27:07.859701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.