Paper Citation Record · LEDGER

LMFusion: Adapting Pretrained Language Models for Multimodal Generation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 45 inbound Pith citation observations for arXiv:2412.15188.

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

pith.paper-citation-record.v1
2412.15188 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 45 of 45 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:08:55.803846Z

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
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External citation measurements

0
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 4281b462-436e-40f7-899c-6eae8f1ce502 · inbound

UniMoD: Efficient Unified Multimodal Transformers with Mixture-of-Depths cites this paper.

UniMoD: Efficient Unified Multimodal Transformers with Mixture-of-Depths LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 27

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Observation 82064ae3-1537-41f5-954b-ed80812f159e · inbound

I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models cites this paper.

I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 2018

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Observation df39cbdd-3381-441e-a123-c2e256285cdc · inbound

WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation cites this paper.

WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 39

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Observation b00e0bf0-cad8-4fb7-9243-39b51f257aa3 · inbound

Transfer between Modalities with MetaQueries cites this paper.

Transfer between Modalities with MetaQueries LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 13

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Observation f1969a78-60b6-4416-b4b6-16c8b833dcbf · inbound

BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset cites this paper.

BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T23:34:27.059549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51b2df35-9b9c-4a5f-92ae-eaf04c263e21 · inbound

Emerging Properties in Unified Multimodal Pretraining cites this paper.

Emerging Properties in Unified Multimodal Pretraining LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 66

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T16:23:41.942313Z

Source-reported events for the cited work

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Observation 05dac12b-2ec1-4114-b49e-baa9bdda25cf · inbound

UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning cites this paper.

UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 34

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Observation 4e7650c6-7a75-4f80-a7ee-22d476024b72 · inbound

OpenUni: A Simple Baseline for Unified Multimodal Understanding and Generation cites this paper.

OpenUni: A Simple Baseline for Unified Multimodal Understanding and Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 54

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Observation 31f5f6e2-7a61-446a-af72-fef9c92bf846 · inbound

Knowledge Insulating Vision-Language-Action Models: Train Fast, Run Fast, Generalize Better cites this paper.

Knowledge Insulating Vision-Language-Action Models: Train Fast, Run Fast, Generalize Better LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 40

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Observation a98f8182-ac5b-424c-b2ac-401da3970f5a · inbound

LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer cites this paper.

LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:42.915375Z

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Observation 58e5e446-5684-49ed-a9fb-a57566674917 · inbound

MADFormer: Mixed Autoregressive and Diffusion Transformers for Continuous Image Generation cites this paper.

MADFormer: Mixed Autoregressive and Diffusion Transformers for Continuous Image Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:26:02.245217Z

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Observation 4a9b2bc1-764f-4d42-96fb-7ae08c69dbe3 · inbound

Dreamland: Controllable World Creation with Simulator and Generative Models cites this paper.

Dreamland: Controllable World Creation with Simulator and Generative Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 22

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Observation 73a3cffc-4bfb-4dea-88c1-15afa9fa889f · inbound

Show-o2: Improved Native Unified Multimodal Models cites this paper.

Show-o2: Improved Native Unified Multimodal Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 95

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 301bff5f-135a-4629-bd06-220f1bcd1fea · inbound

OmniGen2: Towards Instruction-Aligned Multimodal Generation cites this paper.

OmniGen2: Towards Instruction-Aligned Multimodal Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 68

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Source-reported events for the cited work

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Observation cd09d3a2-d46b-49ef-be2a-5baa8f857fa3 · inbound

WordCon: Word-level Typography Control in Scene Text Rendering cites this paper.

WordCon: Word-level Typography Control in Scene Text Rendering LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 2022

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Observation 72d32ee3-09c9-486d-a573-65be95ab85cf · inbound

Rethinking Discrete Tokens: Treating Them as Conditions for Continuous Autoregressive Image Synthesis cites this paper.

Rethinking Discrete Tokens: Treating Them as Conditions for Continuous Autoregressive Image Synthesis LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 29

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Observation d2c473d0-10b9-4e03-938d-35c50e31c5ef · inbound

FreeLoRA: Enabling Training-Free LoRA Fusion for Autoregressive Multi-Subject Personalization cites this paper.

FreeLoRA: Enabling Training-Free LoRA Fusion for Autoregressive Multi-Subject Personalization LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:46:25.122139Z

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Observation 594a0dbc-5e29-48b0-89c5-62155ea44e51 · inbound

X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again cites this paper.

X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T12:10:08.289255Z

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Observation b17a1063-74ee-4200-8211-e01266c29ff6 · inbound

Galaxea Open-World Dataset and G0 Dual-System VLA Model cites this paper.

Galaxea Open-World Dataset and G0 Dual-System VLA Model LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 6

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Observation 93875204-2588-4310-b563-7bab02756f4c · inbound

Interleaving Reasoning for Better Text-to-Image Generation cites this paper.

Interleaving Reasoning for Better Text-to-Image Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 2022

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Observation b562f445-e176-474e-9c2d-9b13fbd5371d · inbound

Reconstruction Alignment Improves Unified Multimodal Models cites this paper.

Reconstruction Alignment Improves Unified Multimodal Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 67

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef364fbd-f8fd-4b0c-bf37-103f5d74a52b · inbound

UniVideo: Unified Understanding, Generation, and Editing for Videos cites this paper.

UniVideo: Unified Understanding, Generation, and Editing for Videos LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 23

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Observation 527a0908-9afd-40e7-91e4-9cdb4c2ca112 · inbound

SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models cites this paper.

SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 24

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Observation 70e91f46-7163-4878-a42c-6e83fdf87912 · inbound

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models cites this paper.

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 12

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CG-MLLM: Captioning and Generating 3D content via Multi-modal Large Language Models cites this paper.

CG-MLLM: Captioning and Generating 3D content via Multi-modal Large Language Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:50:14.718128Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8854c87b-93c1-45fc-926c-f848d8caded8 · inbound

ChatUMM: Robust Context Tracking for Conversational Interleaved Generation cites this paper.

ChatUMM: Robust Context Tracking for Conversational Interleaved Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 18

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Observation c89b769c-3ee7-42e6-8247-0d57e1dcebd4 · inbound

LLaMo: Scaling Pretrained Language Models for Unified Motion Understanding and Generation with Continuous Autoregressive Tokens cites this paper.

LLaMo: Scaling Pretrained Language Models for Unified Motion Understanding and Generation with Continuous Autoregressive Tokens LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 58

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T05:02:19.618705Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa3453fd-dc74-4795-95b3-f947d0d1f384 · inbound

Demystifying Video Reasoning cites this paper.

Demystifying Video Reasoning LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 50

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f54f030-7751-43f7-9d1a-645e1db41827 · inbound

Demystifying Video Reasoning cites this paper.

Demystifying Video Reasoning LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 50

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Source-reported events for the cited work

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Observation 10617339-23d3-4317-89c2-12d670fc9617 · inbound

LMGenDrive: Bridging Multimodal Understanding and Generative World Modeling for End-to-End Driving cites this paper.

LMGenDrive: Bridging Multimodal Understanding and Generative World Modeling for End-to-End Driving LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:31:01.398245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b0800302-88df-4745-bf7b-dd720fc3f116 · inbound

Free Lunch for Unified Multimodal Models: Enhancing Generation via Reflective Rectification with Inherent Understanding cites this paper.

Free Lunch for Unified Multimodal Models: Enhancing Generation via Reflective Rectification with Inherent Understanding LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T14:15:28.953805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 06ef9691-e5ef-45bd-8e01-14279bf16a8f · inbound

Co-generation of Layout and Shape from Text via Autoregressive 3D Diffusion cites this paper.

Co-generation of Layout and Shape from Text via Autoregressive 3D Diffusion LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T09:23:37.044329Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c235ae80-05e8-4e10-8822-a65b8dec7d74 · inbound

MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings cites this paper.

MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 31

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T03:29:21.669427Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 66ee8cee-fdc4-41e5-ab3a-66281e56cb1d · inbound

Meta-CoT: Enhancing Granularity and Generalization in Image Editing cites this paper.

Meta-CoT: Enhancing Granularity and Generalization in Image Editing LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 52

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T21:46:14.691378Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51bd0ddd-055f-465b-a524-64859693240b · inbound

SpatialFusion: Endowing Unified Image Generation with Intrinsic 3D Geometric Awareness cites this paper.

SpatialFusion: Endowing Unified Image Generation with Intrinsic 3D Geometric Awareness LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:46:26.816740Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 73068788-af9b-4a9b-89b8-001858cd0320 · inbound

STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation cites this paper.

STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T02:45:57.156891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c63185a6-3916-499f-8a62-05a744587d3b · inbound

Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models cites this paper.

Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 33

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T18:48:53.450985Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8fe1fa5e-1efa-4d0a-a3b9-8971c93eae2c · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:33:14.202728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e554ff05-2944-404f-b193-242c8dc4740e · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-06-30T18:35:00.282413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 86284e46-aff6-4509-b9a9-68049f183b84 · inbound

Where to Refine, When to Stop: Rethinking Redundancy via Latent Discrepancy for Efficient Visual Autoregressive Generation cites this paper.

Where to Refine, When to Stop: Rethinking Redundancy via Latent Discrepancy for Efficient Visual Autoregressive Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T22:42:46.709383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a6e04f3e-7839-49c8-b13a-3a891a308702 · inbound

Polaris: Scaling Up Instruction-Guided Image Generation Towards Millions of Personalized Style Needs cites this paper.

Polaris: Scaling Up Instruction-Guided Image Generation Towards Millions of Personalized Style Needs LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 97

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:46:18.726597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 74f42b3d-7ebf-4053-b30b-be90316c1160 · inbound

UniTac: A Unified Multimodal Model for Cross-Sensor Tactile Understanding and Generation cites this paper.

UniTac: A Unified Multimodal Model for Cross-Sensor Tactile Understanding and Generation LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:05:40.624385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 583ff840-3bba-428a-894e-007a3b67114d · inbound

Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers cites this paper.

Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 126

Resolution: unresolved; no resolver link, observed 2026-08-01T07:02:51.493005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c8c05c8-dcfb-46f2-961d-2d9147766e61 · inbound

Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes cites this paper.

Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-06T11:55:28.069606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b47279d-1775-4e41-80f8-d3ed0ac8850b · inbound

Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes cites this paper.

Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes LMFusion: Adapting Pretrained Language Models for Multimodal Generation

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:55.803846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.