Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T15:39:15.744954Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 0 inbound Pith citation observations for arXiv:2606.01911.
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 2026-06-28T15:39:15.744954Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
83 of 83 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 84d4a13c-076d-433c-96ec-7af92811463a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Efficient-vqgan: To- wards high-resolution image generation with efficient vision transformers
Reference 1
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Unavailable: canonical work link unavailable.
Observation 8671d9d9-3181-452e-b3a7-5db9f5f7b694 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Unresolved cited work
Reference 2
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Observation 5d6cf722-45bf-4684-83cc-64aa2ee7a75a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Softvq-vae: Efficient 1-dimensional contin- uous tokenizer
Reference 3
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Observation 96ef95ec-9411-4a5e-b5d4-81e88b48039c · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Textdiffuser: Diffusion models as text painters, 2023
Reference 4
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Observation aa68bbc6-79d8-4158-b629-c48becafca55 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Blip3- o: A family of fully open unified multimodal models- architecture, training and dataset, 2025
Reference 5
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Unavailable: canonical work link unavailable.
Observation a52712f6-0746-4499-9726-9989d1753cf7 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Janus- pro: Unified multimodal understanding and generation with data and model scaling, 2025
Reference 6
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Unavailable: canonical work link unavailable.
Observation d22bdeb7-8cee-4fa9-a231-e74f51984567 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Paddleocr-vl: Boosting multilingual document parsing via a 0.9b ultra-compact vision-language model, 2025
Reference 7
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Unavailable: canonical work link unavailable.
Observation b55fd121-4881-4a56-8b32-7e5209aed037 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Paddleocr 3.0 technical report, 2025
Reference 8
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Observation 1e59ac32-b4e0-4254-aa80-79bc8c9dda3f · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Emerging properties in unified multimodal pretraining, 2025
Reference 9
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Observation d60d169a-2e43-455d-a89a-42d46209cd5d · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Cogview: Mastering text-to- image generation via transformers, 2021
Reference 10
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Unavailable: canonical work link unavailable.
Observation 9e7f0d52-0bfb-421f-a0f3-5bf12562f2b5 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Textcrafter: Accurately rendering multiple texts in complex visual scenes, 2025
Reference 11
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Unavailable: canonical work link unavailable.
Observation 8fbdda5e-995f-4fa1-93b4-853199aa0e43 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Taming transformers for high-resolution image synthesis, 2021
Reference 12
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Unavailable: canonical work link unavailable.
Observation 9da316e0-0e0b-46bc-ad4d-436c51228666 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering D-ar: Diffusion via au- toregressive models, 2025
Reference 13
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Unavailable: canonical work link unavailable.
Observation 8346a156-16fe-4566-9159-f5b6e419f57a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering X-omni: Reinforcement learning makes discrete autoregressive image generative models great again, 2025
Reference 14
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Unavailable: canonical work link unavailable.
Observation 3687ca55-3ff9-4e3f-a0bc-71af85e59c14 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Vision as a Dialect: Unifying Visual Understanding and Generation via Text-Aligned Representations
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9f7d4dca-f645-4a9e-9590-ffa86f1dc3ec · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Flowtok: Flowing seamlessly across text and image tokens.arXiv preprint arXiv:2503.10772
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b7aa1964-ef95-4e3c-b6e7-a9b43942feec · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Rear: Rethinking visual autoregressive models via generator-tokenizer consistency regularization, 2025
Reference 17
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Unavailable: canonical work link unavailable.
Observation 206687de-7616-4d95-ae15-2199076ccb4f · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Plangen: Towards unified layout planning and image generation in auto-regressive vision language models,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 5f5df810-a32f-4a3f-95aa-d2d422e9ae37 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Denoising diffu- sion probabilistic models, 2020
Reference 19
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Unavailable: canonical work link unavailable.
Observation 04dab875-d3b6-4b1d-ab30-96c41dce988c · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Flux.https://github.com/ black-forest-labs/flux, 2024
Reference 20
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Unavailable: canonical work link unavailable.
Observation 7989ab84-de44-450c-adc5-358b0af6d990 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Unleashing in-context learning of autoregressive models for few-shot image manipulation
Reference 21
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Unavailable: canonical work link unavailable.
Observation 2426eb64-4c45-4774-8331-dd0e82e81024 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Photo-realistic single image super-resolution using a generative adversarial network, 2017
Reference 22
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Unavailable: canonical work link unavailable.
Observation 0c8fb87a-e8c6-451e-9a15-a6431372b68a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Draft-and-revise: Effective image gen- eration with contextual rq-transformer.Advances in Neural Information Processing Systems, 35:30127–30138, 2022
Reference 23
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Unavailable: canonical work link unavailable.
Observation b57906cb-d3ad-43db-a766-994c5d763d5b · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Autoregressive image generation using residual quantization, 2022
Reference 24
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Unavailable: canonical work link unavailable.
Observation 052a591c-bedb-44e2-9833-7b7391fec011 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Vt- bench: Evaluating visual tokenizers for autoregressive image generation, 2025
Reference 25
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Unavailable: canonical work link unavailable.
Observation 4618e59e-c303-48aa-a055-c39eabdf4add · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Lumina-mgpt: Illuminate flexible photorealistic text- to-image generation with multimodal generative pretraining,
Reference 26
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Unavailable: canonical work link unavailable.
Observation f148564a-c58b-4cbc-b20d-7a616eaecfdf · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Decoupled weight decay regularization, 2019
Reference 27
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Unavailable: canonical work link unavailable.
Observation 7a1ae1db-0ab0-4a4a-97e9-2588ba7329d7 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Open-MAGVIT2: An Open-Source Project Toward Democratizing Auto-regressive Visual Generation
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e25a254a-ade5-458a-82c3-072ab01e9aca · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Unitok: A uni- 9 fied tokenizer for visual generation and understanding, 2025
Reference 29
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Unavailable: canonical work link unavailable.
Observation 940ec236-2923-447c-8c0f-48a08d75eeaf · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Textground4m: A prompt-aligned dataset for layout-aware text rendering.Proceedings of the AAAI Conference on Artificial Intelligence, 40(10): 7918–7926, 2026
Reference 30
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Observation 7ef17556-cf28-4a45-9f25-74e1c07836a6 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Hello gpt-4o, 2024
Reference 31
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Observation 85d29aff-36ab-4ebc-a8f0-7c323f3294e6 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Janus-pro-r1: Ad- vancing collaborative visual comprehension and generation via reinforcement learning, 2025
Reference 32
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Unavailable: canonical work link unavailable.
Observation e1050b96-f101-46d7-ab70-eb22190db4bc · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Im- age transformer
Reference 33
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Observation 965217c3-7293-4b2a-83aa-9bd22c94bb43 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Scalable diffusion models with transformers, 2023
Reference 34
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Observation 7b1ffbb8-dc0f-4923-84c6-d9108f18a211 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Du, Zehuan Yuan, and Xin- glong Wu
Reference 35
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Unavailable: canonical work link unavailable.
Observation 21a17780-8058-45f0-8c00-acf0f386719a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Zero-shot text-to-image generation, 2021
Reference 36
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Unavailable: canonical work link unavailable.
Observation 2f0ad994-4c3b-4c7b-b3fc-85c91c3b8db3 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Gener- ating diverse high-fidelity images with vq-vae-2, 2019
Reference 37
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Unavailable: canonical work link unavailable.
Observation 34737376-6930-4226-bd7b-64cae19633a7 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering High-resolution image syn- thesis with latent diffusion models, 2022
Reference 38
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Unavailable: canonical work link unavailable.
Observation 22ee4f31-9642-45b2-9894-ce4c80816767 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J Fleet, and Mohammad Norouzi
Reference 39
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Unavailable: canonical work link unavailable.
Observation 199ff914-243d-4fb8-8450-fcedb0d9d883 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Very deep convo- lutional networks for large-scale image recognition, 2015
Reference 40
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Unavailable: canonical work link unavailable.
Observation e3060709-217e-45b1-aed9-f92140552e66 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Denois- ing diffusion implicit models, 2022
Reference 41
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Unavailable: canonical work link unavailable.
Observation 0166f496-7245-444f-8c0a-8ffb99af42e6 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Autoregressive model beats diffusion: Llama for scalable image generation, 2024
Reference 42
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Unavailable: canonical work link unavailable.
Observation 36d8027c-fd4a-457f-9522-fdf6c082d0fd · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Chameleon: Mixed-modal early-fusion foundation models, 2025
Reference 43
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Unavailable: canonical work link unavailable.
Observation fa427dc8-4abe-491e-a3b2-3416948cbd8a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Visual autoregressive modeling: Scalable image generation via next-scale prediction
Reference 44
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Unavailable: canonical work link unavailable.
Observation e03e88ab-c840-45cf-b37f-ac5c873ea6f5 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Metamorph: Multimodal un- derstanding and generation via instruction tuning, 2024
Reference 45
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Unavailable: canonical work link unavailable.
Observation 92fb6bd9-cb7e-448e-855c-a1393f7928bc · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Anytext: Multilingual visual text gener- ation and editing, 2024
Reference 46
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Unavailable: canonical work link unavailable.
Observation a6a09a0c-23c3-4423-80d2-8aceb6f8b2ed · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Neural discrete representation learning,
Reference 47
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Unavailable: canonical work link unavailable.
Observation e82f315e-bcd7-4a6c-ab21-0a44bd71a4c9 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Gomez, Lukasz Kaiser, and Illia Polosukhin
Reference 48
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Unavailable: canonical work link unavailable.
Observation 5427aecc-b855-4453-87ba-638a9fdc1d6f · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Beyond words: Advancing long-text im- age generation via multimodal autoregressive models, 2025
Reference 49
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Observation 15d66f9c-b175-46c2-8864-5addc3c100e0 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Textat- las5m: A large-scale dataset for dense text image generation,
Reference 50
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Unavailable: canonical work link unavailable.
Observation fe0f6595-77d7-4641-986b-a5853b3475fe · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Emu3: Next-token prediction is all you need, 2024
Reference 51
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Unavailable: canonical work link unavailable.
Observation 349366ed-76a1-4535-896f-3eba36214e17 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Edge-enhanced feature distillation network for efficient super-resolution, 2022
Reference 52
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Unavailable: canonical work link unavailable.
Observation 21c76b93-28b0-44a6-affb-6acc73e886b4 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Autoregressive visual tracking
Reference 53
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Unavailable: canonical work link unavailable.
Observation cb9f19e8-a502-42bc-9b21-fe551c561085 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Janus: Decoupling visual encoding for unified multimodal understanding and genera- tion, 2024
Reference 54
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Unavailable: canonical work link unavailable.
Observation d516eb55-b8c8-493d-a498-6d8e3310826a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Qwen-image technical report,
Reference 56
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Unavailable: canonical work link unavailable.
Observation c8c1e1de-1f72-430c-a84b-da1b93988149 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Vila-u: a unified founda- tion model integrating visual understanding and generation,
Reference 57
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Unavailable: canonical work link unavailable.
Observation 0ef21c97-a801-42c5-9cf6-f5d435d29a09 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering StyleAR: Customizing Multimodal Autoregressive Model for Style-Aligned Text-to-Image Generation
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 80e5f71a-4ede-4141-9176-b9c730a719f8 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Sana: Efficient high-resolution im- age synthesis with linear diffusion transformers, 2024
Reference 59
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Unavailable: canonical work link unavailable.
Observation eec97dd5-5875-48f1-b50d-52b3a6adc65a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Sana 1.5: Efficient scaling of training-time and inference-time compute in linear diffusion transformer,
Reference 60
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Unavailable: canonical work link unavailable.
Observation 2a736dac-29f0-4080-8ea5-e5447ba6a2d2 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Lumina-mgpt 2.0: Stand-alone autoregressive image model- ing, 2025
Reference 61
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Observation 9f8d8736-e5be-4b23-b158-2679537e9488 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Gigatok: Scaling visual tokenizers to 3 billion parameters for autoregressive image generation, 2025
Reference 62
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Observation dd42602b-959f-418f-bc50-a9f7b670458c · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Vector-quantized image modeling with improved vqgan, 2022
Reference 63
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Observation dc66bf53-9459-4617-8aca-e92dbae2054f · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Randomized autoregressive visual generation
Reference 64
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Observation de16643e-ba72-45d9-b6ef-8b741acce30a · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Regularized vector quantization for tokenized im- age synthesis
Reference 65
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Observation 2ed570ed-756f-4582-943b-ae8a3e520d0e · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Distilling Inter-Class Distance for Semantic Segmentation
Reference 66
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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2ba6c6e8-6e18-40c4-8a09-e6ee8b5f7eef · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Diff-tracker: text-to-image diffusion models are un- supervised trackers
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3e8d907-4dd0-4534-a6d4-ecd02cfe841c · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Performing defocus deblurring by model- ing its formation process
Reference 68
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Unavailable: canonical work link unavailable.
Observation 72a2da84-6fb1-44c5-a8af-939fa9a77904 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Visual prompting for one-shot controllable video editing without inversion
Reference 69
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Unavailable: canonical work link unavailable.
Observation 0a6ee3f8-de01-4f11-acbb-0e2468d2a9c3 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Movq: Modulating quantized vectors for high- fidelity image generation.Advances in Neural Information Processing Systems, 35:23412–23425, 2022
Reference 70
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Observation 6d03612f-66d4-4738-b8dc-0847f903e505 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Shared-ID Hint Codebook
Reference 71
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Observation 82b5e3b0-ed2e-476f-bf13-d519e0182b13 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Implementation details
Reference 72
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Observation ab512638-2452-4f52-b79f-a143fe3fa574 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Model Architecture
Reference 73
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Observation 6e49e047-323d-41dd-b474-99ecc8a0f6ce · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Parameters and Latency
Reference 74
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Observation abc1ed11-b4ce-4994-a6e5-8c7a7f3a099b · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Tokenizer Reconstruction Limit
Reference 75
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Unavailable: canonical work link unavailable.
Observation c2df0dd5-30d6-4d08-bcfb-9c8eef6dae22 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Model Architecture Hint CodebookWe instantiate a paired codebook that mir- rors the size and index space of the original tokenizer code- book
Reference 76
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Unavailable: canonical work link unavailable.
Observation eeb35c84-a469-490e-9f25-85958291fecb · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Parameters and Latency Tab
Reference 77
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Observation 2590dfab-48a3-42ce-893b-3208a35013d8 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Tokenizer Reconstruction Limit We verify that the base tokenizer exhibits inherent recon- struction limitations even when provided perfect ground- truth input
Reference 78
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Observation 87fa9167-65b7-4e48-9a2d-a5f090de1182 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Tokenizer-Level Failures When characters are extremely small or visually ambigu- ous, the tokenizer may assign incorrect visual tokens, lead- ing to unrecoverable errors
Reference 79
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Observation 5ef6ee9f-2db6-487b-9393-8416d77bb1d2 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Training Stability and Convergence Fig
Reference 80
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Observation 5f79b6ba-8353-4157-8e96-9a35684fc0a8 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Why Shared-ID Preserves Compatibility The Shared-ID mechanism ensures that the token ID distri- bution remains identical to the base tokenizer
Reference 81
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Observation ca134d90-e047-4119-a979-2af1d325e7b1 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Tokenizer Results on Additional Datasets We also conduct evaluations on StyledTextVisionBlend and TextScenesHQ of TextAtlasEval [50, 66–69] to assess ro- bustness
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Observation c8cd67b9-6b62-4f39-9ec3-5103aa087381 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Tokenizer Reconstruction Results We evaluate the reconstruction quality of different im- age tokenizers, including LlamaGen-VQ and Chameleon- VQ [43], across multiple datasets
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Observation 81bfd86a-3778-4720-b47b-d67f8702d628 · outbound
Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering Unresolved cited work
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