Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models | Paper Citation Record

Observation f460ee5a-99ca-4f56-8772-4d02b46ad0d8 · outbound

This paper cites Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.589217Z

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Observation b6a272f0-3834-4d1b-ba1e-c8aeef13f1af · outbound

This paper cites Lumina-image 2.0: A unified and efficient image generative framework.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Lumina-image 2.0: A unified and efficient image generative framework

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.832594Z

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Observation ee1a60e2-83ce-47f5-9167-ab0d876e4e58 · outbound

This paper cites Qwen-Image Technical Report.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Qwen-Image Technical Report

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.560584Z

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Observation c84aceb3-dec1-47a1-a36f-7825ee420759 · outbound

This paper cites LongCat-Image Technical Report.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models LongCat-Image Technical Report

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.609181Z

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Observation d9d4a631-93cf-43e9-8bf1-8c62cf56fb28 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Emu3: Next-Token Prediction is All You Need

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.583032Z

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Observation 773d1a32-1274-4cd2-bb7f-56a356d6077e · outbound

This paper cites Emu3.5: Native Multimodal Models are World Learners.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Emu3.5: Native Multimodal Models are World Learners

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.576713Z

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Observation 1060435f-8558-4503-aeda-cd47e9cf9b2d · outbound

This paper cites Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.550167Z

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Observation c8c90f32-138c-4828-a5fd-e9d6f1531f7b · outbound

This paper cites Lumina-mgpt: Flexible photorealistic autoregressive text-to-image generation.International Journal of Computer Vision (IJCV).

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Lumina-mgpt: Flexible photorealistic autoregressive text-to-image generation.International Journal of Computer Vision (IJCV)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.834876Z

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Observation 2c6a8c4e-76c7-4fca-9d10-bae455a9b106 · outbound

This paper cites Flow-GRPO: Training Flow Matching Models via Online RL.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Flow-GRPO: Training Flow Matching Models via Online RL

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.565620Z

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Observation cba3d55e-8d41-4cee-8aa1-2b8b5a794120 · outbound

This paper cites DanceGRPO: Unleashing GRPO on Visual Generation.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models DanceGRPO: Unleashing GRPO on Visual Generation

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.617928Z

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Observation ed110ddf-2b60-4d99-a96e-0c1e2fe1802a · outbound

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

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.507548Z

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Observation c575a3f5-7646-4901-99cd-ab997056f66a · outbound

This paper cites AR-GRPO: Training Autoregressive Image Generation Models via Reinforcement Learning.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models AR-GRPO: Training Autoregressive Image Generation Models via Reinforcement Learning

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.539798Z

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Observation 2e8bf2f2-27b2-469b-8588-9945b2aee1de · outbound

This paper cites MMaDA: Multimodal large diffusion language models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models MMaDA: Multimodal large diffusion language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.836812Z

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Observation 30505bb3-d463-428e-b049-b7f80845073a · outbound

This paper cites Lumina-dimoo: An omni diffusion large language model for multi-modal generation and understanding.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Lumina-dimoo: An omni diffusion large language model for multi-modal generation and understanding

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.614059Z

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Observation da9e6d2b-6a40-4784-852f-cb7b644f0ee3 · outbound

This paper cites Muddit: Liberating generation beyond text-to-image with a unified discrete diffusion model.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Muddit: Liberating generation beyond text-to-image with a unified discrete diffusion model

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.841180Z

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Observation 11c948bd-60f3-452a-84b3-c19168cd5d62 · outbound

This paper cites LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.556143Z

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Observation b76634e9-5341-4712-be1f-9e45cfcb7ec2 · outbound

This paper cites Lavida-O: Elastic Large Masked Diffusion Models for Unified Multimodal Understanding and Generation.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Lavida-O: Elastic Large Masked Diffusion Models for Unified Multimodal Understanding and Generation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-17T01:20:38.687334Z

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Observation 19a736db-3bec-4b98-abca-f4da32c0c141 · outbound

This paper cites Llada-o: An effective and length-adaptive omni diffusion model.arXiv preprint arXiv:2603.01068.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Llada-o: An effective and length-adaptive omni diffusion model.arXiv preprint arXiv:2603.01068

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.520427Z

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Observation 50693bed-ee73-4bee-b287-d33541b9c364 · outbound

This paper cites Consolidating reinforcement learning for multimodal discrete diffusion models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Consolidating reinforcement learning for multimodal discrete diffusion models

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.599261Z

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Observation 045966a3-6947-4a08-be20-0d284b7cb4ce · outbound

This paper cites d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.533291Z

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Observation 8df9261b-ad7f-4cbb-8250-ba7c7bf647fd · outbound

This paper cites UniGRPO: Unified policy optimization for reasoning-driven visual generation.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models UniGRPO: Unified policy optimization for reasoning-driven visual generation

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.514071Z

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Observation 9f028af6-4e13-4f28-b5e5-57169d77a00d · outbound

This paper cites Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T21:22:48.527344Z

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Observation 508e0e80-055f-474a-b128-f84a38cd4b72 · outbound

This paper cites Taming masked diffusion language models via consistency trajectory re- inforcement learning with fewer decoding step.arXiv preprint arXiv:2509.23924.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Taming masked diffusion language models via consistency trajectory re- inforcement learning with fewer decoding step.arXiv preprint arXiv:2509.23924

Reference 23

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Observation 32f8586d-e94d-4a0f-ad2b-82986eb3f894 · outbound

This paper cites d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.544553Z

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Observation 89987c6c-4ccc-4e06-aa44-bea15b840bdc · outbound

This paper cites Simple Policy Gradients for Reasoning with Diffusion Language Models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Simple Policy Gradients for Reasoning with Diffusion Language Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-24T02:22:55.208247Z

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Observation e9c06bac-9a0a-4879-8e30-b8c3324089c8 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.501485Z

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Observation 754a7ebc-c948-497b-84da-7e731bc611d4 · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.431438Z

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Observation 731adc10-f142-41e0-9f79-2628b7ed5c5b · outbound

This paper cites Improving image generation with better captions.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Improving image generation with better captions

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.830465Z

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Observation a1130de7-6474-4f9e-95c0-3cc584e0fef5 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.425470Z

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Observation d1e86647-b1ff-42aa-a788-9fd27d94531d · outbound

This paper cites FLUX.1.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models FLUX.1

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.845788Z

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Observation d0c393cc-7d6f-43d3-a6bf-dd3c5e7a621d · outbound

This paper cites Geneval: An object-focused frame- work for evaluating text-to-image alignment.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Geneval: An object-focused frame- work for evaluating text-to-image alignment

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.843784Z

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Observation 3e969a29-2444-4384-a7bd-50f94a3fcaa5 · outbound

This paper cites ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.494085Z

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Observation 6fbac765-82e6-45a8-90bf-cc8b354d35ac · outbound

This paper cites Imagereward: learning and evaluating human preferences for text-to-image generation.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Imagereward: learning and evaluating human preferences for text-to-image generation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.826422Z

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Observation 1dac2acf-fc10-4930-a583-d6d43c4265f3 · outbound

This paper cites Teaching large language models to regress accurate image quality scores using score distribution.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Teaching large language models to regress accurate image quality scores using score distribution

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.828644Z

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Observation 65ca208e-e063-481a-9b88-fbb1c8e4aceb · outbound

This paper cites HPSv3: Towards Wide-Spectrum Human Preference Score.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models HPSv3: Towards Wide-Spectrum Human Preference Score

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.489020Z

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Observation 0242c09e-15c0-4699-9494-8508ea85e858 · outbound

This paper cites UniPercept: Towards unified perceptual-level image understanding across aesthetics, quality, structure, and texture.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models UniPercept: Towards unified perceptual-level image understanding across aesthetics, quality, structure, and texture

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.455806Z

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Observation 6b05eaff-e18c-4254-939e-045314f50c4d · outbound

This paper cites clip-score: CLIP Score for PyTorch.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models clip-score: CLIP Score for PyTorch

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.819217Z

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Observation 2fdc3926-48ad-4e9b-b568-bdcab2bb034d · outbound

This paper cites Unified Reward Model for Multimodal Understanding and Generation.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Unified Reward Model for Multimodal Understanding and Generation

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.483463Z

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Observation 6f9d2259-a4e9-464b-a4e3-d7c43a0dd455 · outbound

This paper cites Johnson, Jonathan Ho, Daniel Tarlow, and Rianne van den Berg.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Johnson, Jonathan Ho, Daniel Tarlow, and Rianne van den Berg

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.824069Z

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Observation f28d3db0-58cd-4bff-a49d-a45b13c4037f · outbound

This paper cites Discrete diffusion modeling by estimating the ratios of the data distribution.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Discrete diffusion modeling by estimating the ratios of the data distribution

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.821718Z

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Observation 98cf98dc-4091-4eb2-99b9-f2ad3fee626a · outbound

This paper cites Scaling diffusion language models via adaptation from autoregressive models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Scaling diffusion language models via adaptation from autoregressive models

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.838801Z

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Observation e22a7270-976a-41cc-8b63-7aa22625632a · outbound

This paper cites Large Language Diffusion Models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Large Language Diffusion Models

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.443148Z

Source-reported events for the cited work

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Observation 3b432af3-f9ae-42fb-b2ef-eddb1f865cb6 · outbound

This paper cites LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.478160Z

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Observation 97d16801-5838-4526-827a-d903d58cf0e7 · outbound

This paper cites LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.437357Z

Source-reported events for the cited work

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Observation 1d6495f0-0281-4b73-b7fd-0d06863f0283 · outbound

This paper cites Muddit: Liberating generation beyond text-to-image with a unified discrete diffusion model.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Muddit: Liberating generation beyond text-to-image with a unified discrete diffusion model

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T21:23:14.817260Z

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Observation 563b469b-003a-4174-9ac3-73389ab9136b · outbound

This paper cites Mmada-parallel: Multimodal large diffusion language models for thinking-aware editing and generation.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Mmada-parallel: Multimodal large diffusion language models for thinking-aware editing and generation

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.467402Z

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Observation 21d20a71-dd7b-4be5-8d7f-261f920d7e64 · outbound

This paper cites dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models.

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

Resolution: verified exact; local_arxiv, observed 2026-05-19T21:22:48.472803Z

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Observation de768d80-be33-49b7-93e1-023f208db194 · outbound

This paper cites Accelerating masked image generation by learning latent controlled dynamics.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models Accelerating masked image generation by learning latent controlled dynamics

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.461949Z

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Observation 8866971d-2261-42c5-a2f3-6420c34e7549 · outbound

This paper cites book above laptop.

Sketch Then Paint: Hierarchical Reinforcement Learning for Diffusion Multi-Modal Large Language Models book above laptop

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:22:48.450511Z

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Pith citing papers