UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation | Paper Citation Record

Observation ae7a97a6-e716-4f44-bf1f-79e6625f9a38 · outbound

This paper cites Qwen2.5-VL Technical Report.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Qwen2.5-VL Technical Report

Reference 2

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Observation f3e6aa21-e713-40fd-beb6-3c0cfb76cf7d · outbound

This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Con- ference.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: Proceedings of the Computer Vision and Pattern Recognition Con- ference

Reference 3

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This paper cites Show, don’t tell: Morphing latent reasoning into image generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Show, don’t tell: Morphing latent reasoning into image generation

Reference 4

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

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset

Reference 5

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This paper cites PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis

Reference 6

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This paper cites ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.571000Z

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This paper cites Emerging Properties in Unified Multimodal Pretraining.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Emerging Properties in Unified Multimodal Pretraining

Reference 8

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Observation 7c6c606e-68b6-4ccc-ba07-b40f4442edbf · outbound

This paper cites Advances in neural information processing systems34, 8780–8794 (2021).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Advances in neural information processing systems34, 8780–8794 (2021)

Reference 9

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Observation 094f7303-a6cd-4d0c-b58c-f37abd8c2d9c · outbound

This paper cites DreamLLM: Synergistic Multimodal Comprehension and Creation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation DreamLLM: Synergistic Multimodal Comprehension and Creation

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.585749Z

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Observation 47ed9e8d-6ae9-486a-b062-8ba11c7620fc · outbound

This paper cites GoT-R1: Unleashing Reasoning Capability of MLLM for Visual Generation with Reinforcement Learning.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation GoT-R1: Unleashing Reasoning Capability of MLLM for Visual Generation with Reinforcement Learning

Reference 11

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Observation 5877e331-b0f2-40e5-b34f-ac22629605fe · outbound

This paper cites In: Forty-first international confer- ence on machine learning (2024).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: Forty-first international confer- ence on machine learning (2024)

Reference 12

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Observation 80f432bc-4c07-4351-a531-359f6798c77f · outbound

This paper cites Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.553020Z

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Observation 6f90cd72-d9aa-40b4-b4db-5dc51e6b16e4 · outbound

This paper cites AdaWorld: Learning Adaptable World Models with Latent Actions.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation AdaWorld: Learning Adaptable World Models with Latent Actions

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.534534Z

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Observation 6a7cfd64-7b34-49e5-961d-1f152a81f8c5 · outbound

This paper cites Thinkmorph: Emergent properties in multimodal interleaved chain-of-thought reasoning.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Thinkmorph: Emergent properties in multimodal interleaved chain-of-thought reasoning

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.582230Z

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This paper cites Thinking-while- generating: Interleaving textual reasoning throughout vi- sual generation.arXiv preprint arXiv:2511.16671, 2025a.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Thinking-while- generating: Interleaving textual reasoning throughout vi- sual generation.arXiv preprint arXiv:2511.16671, 2025a

Reference 16

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Observation aafb7341-2c9b-4aa3-a2c7-b6e392123764 · outbound

This paper cites Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.520773Z

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Observation b664f2f0-9294-4396-9ddc-0f0947df1b26 · outbound

This paper cites World Models.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation World Models

Reference 18

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Observation 32a4cfd5-cd0e-4da7-8b66-8cbf9793f918 · outbound

This paper cites Dream to Control: Learning Behaviors by Latent Imagination.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Dream to Control: Learning Behaviors by Latent Imagination

Reference 19

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This paper cites Unicorn: Towards self-improving unified multimodal models through self- generated supervision.arXiv preprint arXiv:2601.03193.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Unicorn: Towards self-improving unified multimodal models through self- generated supervision.arXiv preprint arXiv:2601.03193

Reference 20

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This paper cites In: Advances in Neural Information Processing Systems (2020).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: Advances in Neural Information Processing Systems (2020)

Reference 21

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This paper cites Classifier-Free Diffusion Guidance.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Classifier-Free Diffusion Guidance

Reference 22

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Observation 8518f4d6-fe6e-4352-b729-87ace7b4ed5b · outbound

This paper cites IEEE Robotics and Automation Letters5(2), 3019–3026 (2020).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation IEEE Robotics and Automation Letters5(2), 3019–3026 (2020)

Reference 23

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This paper cites T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.453307Z

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This paper cites Draco: Draft as cot for text-to-image preview and rare concept generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Draco: Draft as cot for text-to-image preview and rare concept generation

Reference 25

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This paper cites Co-reinforcement learning for unified multimodal understanding and generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Co-reinforcement learning for unified multimodal understanding and generation

Reference 26

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This paper cites Advances in neural information process- ing systems35, 26565–26577 (2022).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Advances in neural information process- ing systems35, 26565–26577 (2022)

Reference 27

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This paper cites Advances in neural information processing systems34, 21696–21707 (2021).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Advances in neural information processing systems34, 21696–21707 (2021)

Reference 28

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Observation 0a89f193-74e6-4fb1-bbba-d4a4be71e2d7 · outbound

This paper cites Imagine while Reasoning in Space: Multimodal Visualization-of-Thought.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Imagine while Reasoning in Space: Multimodal Visualization-of-Thought

Reference 29

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This paper cites Causal World Modeling for Robot Control.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Causal World Modeling for Robot Control

Reference 30

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This paper cites Genie Envisioner: A Unified World Foundation Platform for Robotic Manipulation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Genie Envisioner: A Unified World Foundation Platform for Robotic Manipulation

Reference 31

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Observation 92ae4fb1-18b5-4653-b5c0-32b1946bd869 · outbound

This paper cites In: NeurIPS (2023).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: NeurIPS (2023)

Reference 32

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This paper cites Unitok: A unified tokenizer for visual generation and understanding.arXiv preprint arXiv:2502.20321, 2025a.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Unitok: A unified tokenizer for visual generation and understanding.arXiv preprint arXiv:2502.20321, 2025a

Reference 33

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Observation b4913942-e06f-4c3d-9ffd-70df057d8e48 · outbound

This paper cites JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation

Reference 34

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Observation a044656e-8c97-4103-a713-dfad79292136 · outbound

This paper cites In: International conference on machine learning.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: International conference on machine learning

Reference 35

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

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 36

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Observation 3a6354a8-9b1c-4ca2-9942-0557b5ae1097 · outbound

This paper cites arXiv preprint arXiv:2510.07313 (2025).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation arXiv preprint arXiv:2510.07313 (2025)

Reference 37

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This paper cites Uni-cot: Towards unified chain-of-thought reasoning across text and vision.arXiv preprint arXiv:2508.05606.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Uni-cot: Towards unified chain-of-thought reasoning across text and vision.arXiv preprint arXiv:2508.05606

Reference 38

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This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 39

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Observation 06d7010d-177b-4bca-a8e2-214ec9e59a7b · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 40

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This paper cites Advances in neural information processing systems35, 36479– 36494 (2022).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Advances in neural information processing systems35, 36479– 36494 (2022)

Reference 41

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This paper cites Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model

Reference 42

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Observation c7fa0d79-cfc7-41fe-b50d-1bf061b75162 · outbound

This paper cites In: Proceedings of the 32nd International Conference on Machine Learning.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: Proceedings of the 32nd International Conference on Machine Learning

Reference 43

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This paper cites Advances in neural information processing systems34, 1415–1428 (2021) UniCanvas: Diffusion-base Unified Model for Text-in-Image Joint Generation 27.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Advances in neural information processing systems34, 1415–1428 (2021) UniCanvas: Diffusion-base Unified Model for Text-in-Image Joint Generation 27

Reference 44

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This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Score-Based Generative Modeling through Stochastic Differential Equations

Reference 45

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This paper cites Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation

Reference 46

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T03:06:29.600947Z

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This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 47

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This paper cites Next-Latent Prediction Transformers Learn Compact World Models.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Next-Latent Prediction Transformers Learn Compact World Models

Reference 48

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This paper cites MM-Interleaved: Interleaved Image-Text Generative Modeling via Multi-modal Feature Synchronizer.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation MM-Interleaved: Interleaved Image-Text Generative Modeling via Multi-modal Feature Synchronizer

Reference 49

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Observation 560668b8-fa32-46fb-9460-09c127905331 · outbound

This paper cites MetaMorph: Multimodal Understanding and Generation via Instruction Tuning.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation MetaMorph: Multimodal Understanding and Generation via Instruction Tuning

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This paper cites Promptrl: Prompt matters in rl for flow-based image generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Promptrl: Prompt matters in rl for flow-based image generation

Reference 51

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This paper cites FUDOKI: Discrete Flow-based Unified Understanding and Generation via Kinetic-Optimal Velocities.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation FUDOKI: Discrete Flow-based Unified Understanding and Generation via Kinetic-Optimal Velocities

Reference 52

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This paper cites OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision

Reference 53

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This paper cites Visual generation unlocks human-like reasoning through multimodal world models.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Visual generation unlocks human-like reasoning through multimodal world models

Reference 54

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This paper cites VSP: Assessing the dual challenges of perception and reasoning in spatial planning tasks for VLMs.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation VSP: Assessing the dual challenges of perception and reasoning in spatial planning tasks for VLMs

Reference 55

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This paper cites VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation

Reference 56

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This paper cites MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO

Reference 57

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.442237Z

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Observation 83fb98d1-c4f9-427b-b126-9c862489be1a · outbound

This paper cites In: The Thirteenth International Conference on Learning Representations (2025).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: The Thirteenth International Conference on Learning Representations (2025)

Reference 58

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This paper cites Visual planning: Let’s think only with images.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Visual planning: Let’s think only with images

Reference 59

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This paper cites MMaDA: Multimodal Large Diffusion Language Models.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation MMaDA: Multimodal Large Diffusion Language Models

Reference 60

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Observation 3cb7cb13-78ad-4b68-8ec5-f6e9d87dc1f3 · outbound

This paper cites Mindjourney: Test-time scaling with world models for spatial reasoning.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Mindjourney: Test-time scaling with world models for spatial reasoning

Reference 61

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Observation 63ddab03-9136-4c40-b3b6-1604641457a1 · outbound

This paper cites Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens

Reference 62

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Observation e6ce7c12-2569-4435-a292-498b1b211c7a · outbound

This paper cites World Action Models are Zero-shot Policies.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation World Action Models are Zero-shot Policies

Reference 63

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Observation 1e0ffade-cdc0-4094-8001-02d4c6d40dc7 · outbound

This paper cites ReasonEdit: Towards reasoning-enhanced image editing models.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation ReasonEdit: Towards reasoning-enhanced image editing models

Reference 64

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.550865Z

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Observation 5e1ea126-ba6b-44f8-9c9b-0ccb131017ba · outbound

This paper cites In: Proceedings of the 33rd ACM International Conference on Mul- timedia.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: Proceedings of the 33rd ACM International Conference on Mul- timedia

Reference 65

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This paper cites In: CVPR (2018).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: CVPR (2018)

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-28T10:23:43.501656Z

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This paper cites Foreact: Steering your vla with efficient visual foresight planning.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation Foreact: Steering your vla with efficient visual foresight planning

Reference 67

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.445867Z

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Observation fc6502bd-1ccb-4aa6-b95c-58b9b48bac7a · outbound

This paper cites 3D-VLA: A 3D Vision-Language-Action Generative World Model.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation 3D-VLA: A 3D Vision-Language-Action Generative World Model

Reference 68

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T03:06:29.470876Z

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Observation 9d313dfa-86a2-4787-ba74-5da90799e4b6 · outbound

This paper cites TesserAct: Learning 4D Embodied World Models.

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation TesserAct: Learning 4D Embodied World Models

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:06:29.578809Z

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Observation 73a92f2d-182f-4321-a9f6-5505505a230a · outbound

This paper cites In: The Thirteenth Inter- national Conference on Learning Representations (2025).

UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation In: The Thirteenth Inter- national Conference on Learning Representations (2025)

Reference 70

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