Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T13:25:58.421803Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2607.19139.
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 2026-08-01T13:25:58.421803Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ed5fd672-e20c-400b-b421-ef3dd71676cc · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Krea 2.https://www.krea.ai/blog/krea-2-technical-report, 2026
Reference 1
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Unavailable: canonical work link unavailable.
Observation 00275228-a364-4051-9e69-bf4a7045e746 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen3-VL Technical Report
Reference 2
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Unavailable: canonical work link unavailable.
Observation 3aae196b-5f7c-41b3-9161-e033d66ac249 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen2.5-VL Technical Report
Reference 3
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Unavailable: canonical work link unavailable.
Observation c258eae7-a2a5-4276-9a6c-8c293a3dc5a9 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers All are worth words: A vit backbone for diffusion models
Reference 4
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Observation 7547b882-7e87-414b-a744-2b31eeb8251d · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Why do LLMs attend to the first token?
Reference 5
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Unavailable: canonical work link unavailable.
Observation def04688-54ab-4390-a77a-09fd2f1a4675 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Pixart-σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation
Reference 6
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Observation 5f7afd5c-4ddd-4287-84fd-4dcf90f6cc52 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Revealing the attention floating mechanism in masked diffusion models.arXiv preprint arXiv:2601.07894, 2026
Reference 7
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Observation d05e40a0-274c-4cf7-a23c-5e4e3f987189 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Vision transformers need registers
Reference 8
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Observation 55ebf71c-fcbf-41d6-bb2b-7ce7e0204c2d · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021
Reference 9
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Observation 972615ac-f152-47c6-bda1-362ee94d5cb8 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Scaling rectified flow transformers for high-resolution image synthesis
Reference 10
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Unavailable: canonical work link unavailable.
Observation 36f981b6-bb10-4ddd-81f4-3ea6dfe240cb · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers MDTv2: Masked Diffusion Transformer is a Strong Image Synthesizer
Reference 11
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Observation 8af1125a-2db2-4d65-b4fe-e7547c9015fa · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Geneval: An object-focused framework for evaluating text-to-image alignment.Advances in Neural Information Processing Systems, 36:52132–52152, 2023
Reference 12
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Observation bf9b2b1d-7f8f-4f8d-a451-0908b085667d · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers When attention sink emerges in language models: An empirical view
Reference 13
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Observation 1c2eb649-ccb4-42b1-a613-5a0adcff069e · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features
Reference 14
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Observation 01b07286-5e14-4493-8628-f916b0686bc3 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Classifier-Free Diffusion Guidance
Reference 15
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Unavailable: canonical work link unavailable.
Observation 47de641d-9517-43a0-a468-e2d695216dc7 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020
Reference 16
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Unavailable: canonical work link unavailable.
Observation 3b7b2e25-e437-4429-a7e1-a39d13a30ae5 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment
Reference 17
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Observation 74f9ee19-b2c6-4420-a524-ae5ff5ffe928 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Diffusion transformers use sink registers
Reference 18
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Observation f9fdeb14-72e5-4e36-ba7e-c387fd53d6c6 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Minference 1.0: Accelerating pre-filling for long-context llms via dynamic sparse attention.Advances in Neural Information Processing Systems, 37:52481–52515, 2024
Reference 19
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Unavailable: canonical work link unavailable.
Observation 9133c5f7-b234-4653-b523-6150df645b5a · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Vision transformers don’t need trained registers
Reference 20
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Observation b5b66a19-8b7a-43b8-b13f-0909d0cc1a4a · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers See What You Are Told: Visual Attention Sink in Large Multimodal Models
Reference 21
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Unavailable: canonical work link unavailable.
Observation c37f7209-7b1d-4eb1-bfc1-d9fc7964b08e · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Flux.https://github.com/black-forest-labs/flux, 2024
Reference 22
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Unavailable: canonical work link unavailable.
Observation 964c0d47-ff42-4f60-8204-97f31703bdb7 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers FLUX.2.https://bfl.ai/blog/flux-2, 2025
Reference 23
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Unavailable: canonical work link unavailable.
Observation 3a9ea87f-7eb1-43c0-bf44-e36ff981c03c · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Remarkable robustness of llms: Stages of inference? Advances in Neural Information Processing Systems, 38:130050–130083, 2026
Reference 24
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Unavailable: canonical work link unavailable.
Observation 04cc3de6-669c-4141-a719-37c79c982594 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
Reference 25
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Unavailable: canonical work link unavailable.
Observation bcbbeca9-3a29-42a9-878e-b11c0b38861e · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen-Image-Bench: From Generation to Creation in Text-to-Image Evaluation
Reference 26
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Unavailable: canonical work link unavailable.
Observation 74e748d0-5c55-4e63-85e4-65ebde2136a8 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Snapkv: Llm knows what you are looking for before generation.Advances in Neural Information Processing Systems, 37:22947–22970, 2024
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82787b11-7954-4c20-b39a-38a28326eaad · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Flow Matching for Generative Modeling
Reference 28
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Unavailable: canonical work link unavailable.
Observation 8d26d798-fda6-4528-b34f-1e777e879fa6 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Step1X-Edit: A Practical Framework for General Image Editing
Reference 29
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Unavailable: canonical work link unavailable.
Observation 15d6635e-f971-460d-b56f-74ef53175989 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Scissorhands: Exploiting the persistence of importance hypothesis for llm kv cache compression at test time.Advances in Neural Information Processing Systems, 36:52342–52364, 2023
Reference 30
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Unavailable: canonical work link unavailable.
Observation e8a6a16b-11aa-49fc-a8f8-3a47fa8f8107 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Rethinking cross-modal interaction in multimodal diffusion transformers
Reference 31
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Unavailable: canonical work link unavailable.
Observation 528b5a11-d8fe-4503-b45c-ffce51ca280d · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Hpsv3: Towards wide-spectrum human preference score
Reference 32
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Unavailable: canonical work link unavailable.
Observation 6e6fa3b4-2147-4948-9cb2-504a577b5930 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers DiffSynth-Studio
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64c79edb-1053-4b91-8866-5c9f94021bd3 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Improved denoising diffusion probabilistic models
Reference 34
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Observation 73431231-0fab-4778-860a-afe8d9cb81a6 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Scalable diffusion models with transformers
Reference 35
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Unavailable: canonical work link unavailable.
Observation 18a4fc37-b5c2-47e4-b27e-b68477a11a57 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Sdxl: Improving latent diffusion models for high-resolution image synthesis
Reference 36
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Observation a73e2805-7315-47ff-95fd-a527cb241849 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Attention sinks and compression valleys in llms are two sides of the same coin.arXiv preprint arXiv:2510.06477, 2025
Reference 37
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Observation 70a6a3a3-274f-46a6-a6cd-9fbfb14cb64f · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Learning transferable visual models from natural language supervision
Reference 38
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Observation 237c1009-8b9c-4561-a86a-f8d5b0fcf5e1 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Exploring the limits of transfer learning with a unified text-to-text transformer.Journal of machine learning research, 21(140):1–67, 2020
Reference 39
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Unavailable: canonical work link unavailable.
Observation 9c2dca0f-d5bb-4976-9705-f0b4612addae · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers High-resolution image synthesis with latent diffusion models
Reference 40
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Unavailable: canonical work link unavailable.
Observation 1f499106-9519-4fd2-89be-36d0be2bf6fa · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Attention sinks in diffusion language models.arXiv preprint arXiv:2510.15731, 2025
Reference 41
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Observation 44e36ff8-25f4-4c97-a5a4-d75688bb3575 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Exploring multimodal diffusion transformers for enhanced prompt-based image editing
Reference 42
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Observation 19630ee3-7318-44bd-b0cc-a31e23d98af6 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers DINOv3
Reference 43
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Unavailable: canonical work link unavailable.
Observation f2861eaf-dc50-4a82-bdc2-3b0c42dc245c · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Denoising Diffusion Implicit Models
Reference 44
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Observation 9a502d2f-89d3-437e-8512-13cb6c9718e1 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Score-Based Generative Modeling through Stochastic Differential Equations
Reference 45
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Unavailable: canonical work link unavailable.
Observation fad91a25-f3de-4c12-8649-8e19869de2a2 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Registers Matter for Pixel-Space Diffusion Transformers
Reference 46
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Unavailable: canonical work link unavailable.
Observation f39f12d3-f021-4699-939d-3efa67c21e5e · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Massive Activations in Large Language Models
Reference 47
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Observation 11ea65a6-6a70-41a1-90b6-c941b52139c7 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Razorattention: Efficient kv cache compression through retrieval heads
Reference 48
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Unavailable: canonical work link unavailable.
Observation 20a28329-c971-418d-8512-f362a78b0b91 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference
Reference 49
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Unavailable: canonical work link unavailable.
Observation 13c1d7ff-e5a2-4799-b431-504114993ff2 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen-Image-2512-Turbo-LoRA-2-Steps
Reference 50
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Observation 924779ec-1970-4f3a-8fea-1e1009829c00 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Fasa: Frequency-aware sparse attention.arXiv preprint arXiv:2602.03152, 2026
Reference 51
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Observation e9f3048d-5100-4a41-838e-d1c77988c5e8 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen-Image Technical Report
Reference 52
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Observation bc0064a2-54e5-4e0f-a0f0-2ef7f616a75d · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Attention Sinks in Diffusion Transformers: A Causal Analysis
Reference 53
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Observation 7d5b18ea-6a8f-47d9-921a-35c8ab42c2ef · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Efficient streaming language models with attention sinks
Reference 54
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Observation 7d7a165d-24fc-476a-a30e-80f5e4f0c854 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Duoattention: Efficient long-context llm inference with retrieval and streaming heads
Reference 55
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Unavailable: canonical work link unavailable.
Observation 17693f33-97a7-4bda-abb6-2113260ceaf7 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Rethinking Cross-Layer Information Routing in Diffusion Transformers
Reference 56
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Observation b0695804-9f58-40ad-879c-bffcaf33df39 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers On the Nature of Attention Sink that Shapes Decoding Strategy in Omni-LLMs
Reference 57
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Observation 187948a6-f9bc-4db3-80fd-a16f6f262228 · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers The unreasonable effectiveness of deep features as a perceptual metric
Reference 58
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Observation 976841c5-3d91-40dd-bb1f-3ed1fb9d7e6b · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers H2o: Heavy-hitter oracle for efficient generative inference of large language models.Advances in Neural Information Processing Systems, 36:34661–34710, 2023
Reference 59
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Observation 1d17a784-04ab-4b32-8988-f90cbf5718cb · outbound
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Full Attention Strikes Back: Transferring Full Attention into Sparse within Hundred Training Steps
Reference 60
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No inbound Pith citation observations are available.