Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T20:38:06.225705Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 2 inbound Pith citation observations for arXiv:2512.19433.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T20:38:06.225705Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-19T21:18:03.005508Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-19T21:22:48.470135Z
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 65f5083a-8cc3-4619-98b1-07463d790aff · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Johnson, Jonathan Ho, Daniel Tar- low, and Rianne van den Berg
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f0d06e84-05ff-47fb-a5c1-77c3906aab20 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dc78bb8e-a098-4d54-8d4e-29d4a1367c72 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d54d9ef1-a8d1-4b9d-b1e1-483c5b322e30 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Tts-var: A test- time scaling framework for visual auto-regressive genera- tion
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e7f7812b-587e-4c5c-aa3e-2f662e470395 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Emerging Properties in Unified Multimodal Pretraining
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bef2c71e-1534-4a91-9094-ab99cce6dc01 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Lumina-t2x: Scalable flow-based large diffusion transformer for flexible resolution generation
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5f206ea4-c32b-4670-82ee-095090eed136 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Geneval: An object-focused framework for evaluating text- to-image alignment.Advances in Neural Information Pro- cessing Systems (NeurIPS), 36
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0fa3ca06-6f35-4228-8010-5901375f39f0 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Scaling diffusion language models via adap- tation from autoregressive models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 736b3d41-491a-4ba5-9cbc-87304f63e834 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Clipscore: A reference-free evaluation met- ric for image captioning
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0ded1d3e-bfd9-4f7c-a529-6e05cc0f00a5 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Denoising diffu- sion probabilistic models.Advances in Neural Information Processing Systems (NeurIPS)
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ab0c33f7-4694-4547-87d2-b120fe682341 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models GPT-4o System Card
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8677a576-4fde-4268-aacf-b4747b44ded0 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models OpenAI o1 System Card
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e3bf41a0-b568-45ca-b818-ff27c18376d0 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Flux.https://github.com/ black-forest-labs/flux
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e5c493a0-3d7d-4841-9d6b-733ff71b116d · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context Reflection
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d334b33-de6f-4a3d-a3ab-566b9c84a901 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c59834e0-a743-419d-a13a-721c106db13f · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Discrete diffusion modeling by estimating the ratios of the data dis- tribution
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b45a99d3-1aee-4131-98e4-9024edb7b6bb · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0bbee2b1-de59-4091-b187-3eb2c2dd58da · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Large Language Diffusion Models
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 18f50fff-142c-4059-b3e5-f8679a4d1435 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models aMUSEd: An Open MUSE Reproduction
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cf8dd3fc-8f7d-443f-badc-5e616039c7bd · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Sdxl: Improving latent diffusion models for high-resolution image synthesis.Proceedings of the In- ternational Conference on Learning Representations (ICLR)
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 299defab-a04a-4204-8521-30bcfec9dc45 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Lumina- image 2.0: A unified and efficient image generative frame- work.Proceedings of the IEEE International Conference on Computer Vision (ICCV)
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 83f506e9-11ab-46b3-9a90-0ef89805506f · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Learn- ing transferable visual models from natural language super- vision
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ed377402-831b-407a-b462-7f89a393c3f5 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models High-resolution image syn- thesis with latent diffusion models
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 64a654cf-6ac5-45ed-bd58-20b7682bfd5f · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Muddit: Liber- ating generation beyond text-to-image with a unified discrete diffusion model
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 00180444-fc9d-4874-bdad-d1a9920a0164 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models A General Framework for Inference-time Scaling and Steering of Diffusion Models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ef16b56f-5f92-41a7-b955-41f8835061f5 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Emu3: Next-Token Prediction is All You Need
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d818f328-9552-44a1-8ae5-a5ff1c164246 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Qwen-Image Technical Report
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 37dbb905-08c6-4e00-8201-2cb9c723509f · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Sana: Efficient high- resolution image synthesis with linear diffusion transform- ers.Proceedings of the International Conference on Learn- ing Representations (ICLR)
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1b870263-c76d-45d5-ac1f-9551aac673b3 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Sana 1.5: Efficient scaling of training-time and inference-time compute in linear diffusion transformer.Proceedings of the International Conference on Machine Learning (ICML)
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d3351bb1-0e6e-47a4-a585-4f62a17adb61 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Show-o: One Single Transformer to Unify Multimodal Understanding and Generation
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 512da9c3-4cf3-4f78-acf1-f91c881879b9 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Lumina-dimoo: An omni diffusion large language model for multi-modal generation and understanding
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation feb673e6-274a-4997-8d09-7064a73bb1e4 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1310161c-f795-4554-b47c-2c561285cc9a · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Resurrect Mask AutoRegressive Modeling for Efficient and Scalable Image Generation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ce9cb3b7-1c9e-45dd-a978-b8b10e7a0bd6 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Imagere- ward: Learning and evaluating human preferences for text- to-image generation
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation df090975-d48e-4dbf-acf9-6cc62755331b · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models MMaDA: Multimodal Large Diffusion Language Models
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 41275aa0-15dd-4336-9322-7128ac8da6ef · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Towards understanding the working mechanism of text-to-image dif- fusion model.Advances in Neural Information Processing Systems (NeurIPS)
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7312622e-1578-4eea-aaf4-5a9bc24a6733 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c5e3fe73-6cd6-4814-a38f-2d829c046c5c · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6c8fcc9e-7f6b-4ad3-b5e4-e11522056893 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Lumina-next: Making lumina-t2x stronger and faster with next-dit
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9480c05b-fc94-4d75-ac0b-34f3e1e8a593 · outbound
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cff2cb2e-f720-4f6e-9aaa-13989a23adab · inbound
Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 21d20a71-dd7b-4be5-8d7f-261f920d7e64 · inbound
Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.