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Paper Citation Record · LEDGER

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers

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.

pith.paper-citation-record.v1
2607.19139 v2

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T13:25:58.421803Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

60 of 60 outbound references displayed

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External citation measurements

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Outbound references

Observation ed5fd672-e20c-400b-b421-ef3dd71676cc · outbound

This paper cites Krea 2.https://www.krea.ai/blog/krea-2-technical-report, 2026.

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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source=pdf_text observed=2026-08-01T13:25:52.799777Z digest=sha256:8d01489a105d8247284e771157d06058bbc3427f0b6e4280e22aed6d9ec78a18

Observation 00275228-a364-4051-9e69-bf4a7045e746 · outbound

This paper cites Qwen3-VL Technical Report.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen3-VL Technical Report

Reference 2

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source=pdf_text observed=2026-08-01T13:25:52.918201Z digest=sha256:85d98f3c9656d735881bd203496bdd70150d92b17ad0ba195661803af598a42e

Observation 3aae196b-5f7c-41b3-9161-e033d66ac249 · outbound

This paper cites Qwen2.5-VL Technical Report.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen2.5-VL Technical Report

Reference 3

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source=pdf_text observed=2026-08-01T13:25:53.011945Z digest=sha256:a0a680fa834170d5ae38f0bbb3f1a21124d2bb4114063ba211800e7c442a9581

Observation c258eae7-a2a5-4276-9a6c-8c293a3dc5a9 · outbound

This paper cites All are worth words: A vit backbone for diffusion models.

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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source=pdf_text observed=2026-08-01T13:25:53.103906Z digest=sha256:170d87d334d82f2cd4c028306e522c4902b1d29d3b8f261362cf8f084b3e7921

Observation 7547b882-7e87-414b-a744-2b31eeb8251d · outbound

This paper cites Why do LLMs attend to the first token?.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Why do LLMs attend to the first token?

Reference 5

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source=pdf_text observed=2026-08-01T13:25:53.224227Z digest=sha256:efa8ceaa06a37e078cb851f6075fab5888acdf75c9223be276ff7710bdbea61a

Observation def04688-54ab-4390-a77a-09fd2f1a4675 · outbound

This paper cites Pixart-σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation.

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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source=pdf_text observed=2026-08-01T13:25:53.497214Z digest=sha256:41c2f5befec7addf01f2914f433440b92b130f8c7ce03d3dbde541ef094fef38

Observation 5f7afd5c-4ddd-4287-84fd-4dcf90f6cc52 · outbound

This paper cites Revealing the attention floating mechanism in masked diffusion models.arXiv preprint arXiv:2601.07894, 2026.

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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source=pdf_text observed=2026-08-01T13:25:53.591968Z digest=sha256:5893a4040b8c156d53a81a78a0fb12225470e2038a0e717550b975f69ad47d02

Observation d05e40a0-274c-4cf7-a23c-5e4e3f987189 · outbound

This paper cites Vision transformers need registers.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Vision transformers need registers

Reference 8

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source=pdf_text observed=2026-08-01T13:25:53.651927Z digest=sha256:83b15a1afe6e9a016e446cfff0e281de4725c2af60481c89a1615c1183859cc0

Observation 55ebf71c-fcbf-41d6-bb2b-7ce7e0204c2d · outbound

This paper cites Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021.

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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source=pdf_text observed=2026-08-01T13:25:53.710242Z digest=sha256:0f94988cad62c2eb1257808931832b42168abfa1140e56ae62593197c7c4011c

Observation 972615ac-f152-47c6-bda1-362ee94d5cb8 · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis.

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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source=pdf_text observed=2026-08-01T13:25:53.769965Z digest=sha256:b2f1f79b2269af874dcd072969f4c1b1f123c506f5ab403a5ee5c065f9c32c05

Observation 36f981b6-bb10-4ddd-81f4-3ea6dfe240cb · outbound

This paper cites MDTv2: Masked Diffusion Transformer is a Strong Image Synthesizer.

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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source=pdf_text observed=2026-08-01T13:25:53.938768Z digest=sha256:3318c6349ea5f167d21d59571edb5bb1111769006b3e1ea7c6ec4a954ae5bd0a

Observation 8af1125a-2db2-4d65-b4fe-e7547c9015fa · outbound

This paper cites Geneval: An object-focused framework for evaluating text-to-image alignment.Advances in Neural Information Processing Systems, 36:52132–52152, 2023.

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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source=pdf_text observed=2026-08-01T13:25:54.101515Z digest=sha256:a0aedfa8e551fba09aa668362e398f856549a3df3b4135925fb0729fb55760df

Observation bf9b2b1d-7f8f-4f8d-a451-0908b085667d · outbound

This paper cites When attention sink emerges in language models: An empirical view.

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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source=pdf_text observed=2026-08-01T13:25:54.232383Z digest=sha256:83174d20a678dfe1f50adfd800496977c3853cb76138c34401be08595eba8cac

Observation 1c2eb649-ccb4-42b1-a613-5a0adcff069e · outbound

This paper cites ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features

Reference 14

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source=pdf_text observed=2026-08-01T13:25:54.283706Z digest=sha256:18ba1add75af4ceec83001050e08023cbf9e19baa10a09b6c4302851a1d086e0

Observation 01b07286-5e14-4493-8628-f916b0686bc3 · outbound

This paper cites Classifier-Free Diffusion Guidance.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Classifier-Free Diffusion Guidance

Reference 15

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source=pdf_text observed=2026-08-01T13:25:54.344837Z digest=sha256:28d8eb96deb2e1efd658bf443f1cad8cddf45698609ed232a9e2dc152b8e2a34

Observation 47de641d-9517-43a0-a468-e2d695216dc7 · outbound

This paper cites Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020.

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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source=pdf_text observed=2026-08-01T13:25:54.409820Z digest=sha256:1747a0ff08682246fd3ef3a0967c57057b48abb8b1a79710a59de7f5dc36a03a

Observation 3b7b2e25-e437-4429-a7e1-a39d13a30ae5 · outbound

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

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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source=pdf_text observed=2026-08-01T13:25:54.469069Z digest=sha256:1f9d440ba59c2be43f040f4490027abbcc1e27d1a57449099f8a25f42adebafc

Observation 74f9ee19-b2c6-4420-a524-ae5ff5ffe928 · outbound

This paper cites Diffusion transformers use sink registers.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Diffusion transformers use sink registers

Reference 18

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source=pdf_text observed=2026-08-01T13:25:54.511807Z digest=sha256:a472e62a8663209ad485e1ddc981ab66998db5f0db893cff57e8f094def27522

Observation f9fdeb14-72e5-4e36-ba7e-c387fd53d6c6 · outbound

This paper cites Minference 1.0: Accelerating pre-filling for long-context llms via dynamic sparse attention.Advances in Neural Information Processing Systems, 37:52481–52515, 2024.

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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source=pdf_text observed=2026-08-01T13:25:54.571160Z digest=sha256:03e7fa1a2f3796a5343d45d157d1ea29f598b21001907228cef0b6db3f0508ce

Observation 9133c5f7-b234-4653-b523-6150df645b5a · outbound

This paper cites Vision transformers don’t need trained registers.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Vision transformers don’t need trained registers

Reference 20

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source=pdf_text observed=2026-08-01T13:25:54.638521Z digest=sha256:f7b5b0809049796a44549ef8cbd5e5ed35d74bdf9383a5a831bd54131e893d18

Observation b5b66a19-8b7a-43b8-b13f-0909d0cc1a4a · outbound

This paper cites See What You Are Told: Visual Attention Sink in Large Multimodal Models.

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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source=pdf_text observed=2026-08-01T13:25:54.711000Z digest=sha256:6344b4892dd9fb596285005ba401f183173356594a196f72672c86dfd583e2ce

Observation c37f7209-7b1d-4eb1-bfc1-d9fc7964b08e · outbound

This paper cites Flux.https://github.com/black-forest-labs/flux, 2024.

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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source=pdf_text observed=2026-08-01T13:25:54.786395Z digest=sha256:7cc382f9364f9b6cf1ee4a6a60227b59e106a14851a2157c9da07e74de1a399b

Observation 964c0d47-ff42-4f60-8204-97f31703bdb7 · outbound

This paper cites FLUX.2.https://bfl.ai/blog/flux-2, 2025.

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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source=pdf_text observed=2026-08-01T13:25:54.841306Z digest=sha256:49c5cc15fdbced66f7ae1e37bb12f244f43818f41ca6b15d5ec81f523f49d9bd

Observation 3a9ea87f-7eb1-43c0-bf44-e36ff981c03c · outbound

This paper cites Remarkable robustness of llms: Stages of inference? Advances in Neural Information Processing Systems, 38:130050–130083, 2026.

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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source=pdf_text observed=2026-08-01T13:25:54.889184Z digest=sha256:82d2b01e160d162a3c8de2688fbb282c53bb02b7361bd91014c926f7892793df

Observation 04cc3de6-669c-4141-a719-37c79c982594 · outbound

This paper cites FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference.

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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source=pdf_text observed=2026-08-01T13:25:54.951687Z digest=sha256:8c6eee007f4b51960de15c30b8c8186fffad8c5139de64f9d60d0c88de6fba7d

Observation bcbbeca9-3a29-42a9-878e-b11c0b38861e · outbound

This paper cites Qwen-Image-Bench: From Generation to Creation in Text-to-Image Evaluation.

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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source=pdf_text observed=2026-08-01T13:25:55.041601Z digest=sha256:3e1a41b7a4d523cd64cc005f551c0aef9ff55a42d6741a18f4d36732578890fb

Observation 74e748d0-5c55-4e63-85e4-65ebde2136a8 · outbound

This paper cites Snapkv: Llm knows what you are looking for before generation.Advances in Neural Information Processing Systems, 37:22947–22970, 2024.

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

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source=pdf_text observed=2026-08-01T13:25:55.133494Z digest=sha256:13856e1b0c50da7cfb681ad13024469c20828d5f6f2ce6cdcabe216628edea3b

Observation 82787b11-7954-4c20-b39a-38a28326eaad · outbound

This paper cites Flow Matching for Generative Modeling.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Flow Matching for Generative Modeling

Reference 28

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source=pdf_text observed=2026-08-01T13:25:55.212873Z digest=sha256:cb5305fdefdf3ea5d9da7246524121f2c2f0d994970c6e7854c5b2d027feba7d

Observation 8d26d798-fda6-4528-b34f-1e777e879fa6 · outbound

This paper cites Step1X-Edit: A Practical Framework for General Image Editing.

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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source=pdf_text observed=2026-08-01T13:25:55.306981Z digest=sha256:aef0138ba6ad2d70b41431a4b3c1f248260f988ee37b43ef3973c244c411116b

Observation 15d6635e-f971-460d-b56f-74ef53175989 · outbound

This paper cites 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.

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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source=pdf_text observed=2026-08-01T13:25:55.414673Z digest=sha256:873f983ff46585775b28fd781160058913878ee1a97ddf1f40121380a236f4ad

Observation e8a6a16b-11aa-49fc-a8f8-3a47fa8f8107 · outbound

This paper cites Rethinking cross-modal interaction in multimodal diffusion transformers.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Rethinking cross-modal interaction in multimodal diffusion transformers

Reference 31

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source=pdf_text observed=2026-08-01T13:25:55.546543Z digest=sha256:f940d4dd66d0b8db8a2ba536754cf1fdb68207e6060785ccc53a8c0c1ccf88b5

Observation 528b5a11-d8fe-4503-b45c-ffce51ca280d · outbound

This paper cites Hpsv3: Towards wide-spectrum human preference score.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Hpsv3: Towards wide-spectrum human preference score

Reference 32

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source=pdf_text observed=2026-08-01T13:25:55.731288Z digest=sha256:19c7052212b4ef09317b6a29efc0b5b6453aecd8c154579ea00908f54a7ed165

Observation 6e6fa3b4-2147-4948-9cb2-504a577b5930 · outbound

This paper cites DiffSynth-Studio.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers DiffSynth-Studio

Reference 33

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source=pdf_text observed=2026-08-01T13:25:55.863673Z digest=sha256:fe8eafb20f77133870d5597b805228c3bb0fb007b0ea4f8c419e5384de91128e

Observation 64c79edb-1053-4b91-8866-5c9f94021bd3 · outbound

This paper cites Improved denoising diffusion probabilistic models.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Improved denoising diffusion probabilistic models

Reference 34

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source=pdf_text observed=2026-08-01T13:25:55.958079Z digest=sha256:bd4d36fdb58d05050e7db459e883ff61116448d2febca186af2c2ab92ea930e2

Observation 73431231-0fab-4778-860a-afe8d9cb81a6 · outbound

This paper cites Scalable diffusion models with transformers.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Scalable diffusion models with transformers

Reference 35

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source=pdf_text observed=2026-08-01T13:25:56.157834Z digest=sha256:1743ef52eb57e327c6c746627416c3d9af2515ceb90ef7d70646399476f41f53

Observation 18a4fc37-b5c2-47e4-b27e-b68477a11a57 · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis.

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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source=pdf_text observed=2026-08-01T13:25:56.295492Z digest=sha256:b26daf68e3aa734ca2a2231bf454715a254304a93757870a3a15101b8721954b

Observation a73e2805-7315-47ff-95fd-a527cb241849 · outbound

This paper cites Attention sinks and compression valleys in llms are two sides of the same coin.arXiv preprint arXiv:2510.06477, 2025.

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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source=pdf_text observed=2026-08-01T13:25:56.408302Z digest=sha256:3438eaf44aee6c13b643cb92f0d268a49f5c1672465a49f98fac6f0f3a3a0687

Observation 70a6a3a3-274f-46a6-a6cd-9fbfb14cb64f · outbound

This paper cites Learning transferable visual models from natural language supervision.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Learning transferable visual models from natural language supervision

Reference 38

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source=pdf_text observed=2026-08-01T13:25:56.577719Z digest=sha256:23a15544c0f2ccf9de13611cd4456db0c551cfe3d1faad0b60d95b4a86359630

Observation 237c1009-8b9c-4561-a86a-f8d5b0fcf5e1 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer.Journal of machine learning research, 21(140):1–67, 2020.

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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source=pdf_text observed=2026-08-01T13:25:56.693770Z digest=sha256:76a412ff71569839283933167975851ede4a5d5c5b87fa06c2e0f6ef4b401b36

Observation 9c2dca0f-d5bb-4976-9705-f0b4612addae · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers High-resolution image synthesis with latent diffusion models

Reference 40

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source=pdf_text observed=2026-08-01T13:25:56.803780Z digest=sha256:800f48eeb32897df5655497b640d996d3bd50a72ff28a61ee9ef67ea211dad3a

Observation 1f499106-9519-4fd2-89be-36d0be2bf6fa · outbound

This paper cites Attention sinks in diffusion language models.arXiv preprint arXiv:2510.15731, 2025.

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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source=pdf_text observed=2026-08-01T13:25:56.887020Z digest=sha256:8ecf93d57539bc0759f29449c9184a0d381447671d8136db59bc6bafc4d9ccf6

Observation 44e36ff8-25f4-4c97-a5a4-d75688bb3575 · outbound

This paper cites Exploring multimodal diffusion transformers for enhanced prompt-based image editing.

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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source=pdf_text observed=2026-08-01T13:25:56.978686Z digest=sha256:0f66707d9617a316468acf4fee04901f16b6da5ef3f71fffc0f18221c3c7f295

Observation 19630ee3-7318-44bd-b0cc-a31e23d98af6 · outbound

This paper cites DINOv3.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers DINOv3

Reference 43

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source=pdf_text observed=2026-08-01T13:25:57.055084Z digest=sha256:2690558580cd45e6e48ba5c4935560e8a47f6ea58a27e83e0d60dddff6ee1ba4

Observation f2861eaf-dc50-4a82-bdc2-3b0c42dc245c · outbound

This paper cites Denoising Diffusion Implicit Models.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Denoising Diffusion Implicit Models

Reference 44

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source=pdf_text observed=2026-08-01T13:25:57.150126Z digest=sha256:474d742310b21682fe77aece4833141bff57d9fb7fd775387f4d7c303711c14f

Observation 9a502d2f-89d3-437e-8512-13cb6c9718e1 · outbound

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

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Score-Based Generative Modeling through Stochastic Differential Equations

Reference 45

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source=pdf_text observed=2026-08-01T13:25:57.209122Z digest=sha256:a12e1d26a92a71cc30626aab591da711b6f2d5d3e5e751c951d334510ec04d4c

Observation fad91a25-f3de-4c12-8649-8e19869de2a2 · outbound

This paper cites Registers Matter for Pixel-Space Diffusion Transformers.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Registers Matter for Pixel-Space Diffusion Transformers

Reference 46

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source=pdf_text observed=2026-08-01T13:25:57.302343Z digest=sha256:748b20fc4d50cc744c31437f6c148abf606757f007cd0083610504529ee81032

Observation f39f12d3-f021-4699-939d-3efa67c21e5e · outbound

This paper cites Massive Activations in Large Language Models.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Massive Activations in Large Language Models

Reference 47

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source=pdf_text observed=2026-08-01T13:25:57.390684Z digest=sha256:e262e20b8c75e6c90d2eb474829291c29c00ce1c89f6dc8d47ab8256a6d75989

Observation 11ea65a6-6a70-41a1-90b6-c941b52139c7 · outbound

This paper cites Razorattention: Efficient kv cache compression through retrieval heads.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Razorattention: Efficient kv cache compression through retrieval heads

Reference 48

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source=pdf_text observed=2026-08-01T13:25:57.480162Z digest=sha256:1087e1082945bdd926ed313ae7d8bc113430555c866380633b0fc5f6e831fb53

Observation 20a28329-c971-418d-8512-f362a78b0b91 · outbound

This paper cites Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference.

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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source=pdf_text observed=2026-08-01T13:25:57.560088Z digest=sha256:ed5aaf62172ed8ce7afd2d3d836d98c46e5e20057f49e013871805be289fb6ae

Observation 13c1d7ff-e5a2-4799-b431-504114993ff2 · outbound

This paper cites Qwen-Image-2512-Turbo-LoRA-2-Steps.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen-Image-2512-Turbo-LoRA-2-Steps

Reference 50

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source=pdf_text observed=2026-08-01T13:25:57.631075Z digest=sha256:136ded24521f3bb63d7b9fcdd299132fed173e60df3aef6d9bdc2bb2b88b09ad

Observation 924779ec-1970-4f3a-8fea-1e1009829c00 · outbound

This paper cites Fasa: Frequency-aware sparse attention.arXiv preprint arXiv:2602.03152, 2026.

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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source=pdf_text observed=2026-08-01T13:25:57.731544Z digest=sha256:be582105482ec7a8fdb08ae09a1a1f614552880e9dc6d5e2668c8e0d8788400e

Observation e9f3048d-5100-4a41-838e-d1c77988c5e8 · outbound

This paper cites Qwen-Image Technical Report.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Qwen-Image Technical Report

Reference 52

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source=pdf_text observed=2026-08-01T13:25:57.808405Z digest=sha256:70d6d162f64d13d2a0b6d9e71fdcc6836fe365c70075221ac8a596b159abe5f7

Observation bc0064a2-54e5-4e0f-a0f0-2ef7f616a75d · outbound

This paper cites Attention Sinks in Diffusion Transformers: A Causal Analysis.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Attention Sinks in Diffusion Transformers: A Causal Analysis

Reference 53

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source=pdf_text observed=2026-08-01T13:25:57.876482Z digest=sha256:ac663a6cc3af24a2c67b18ae595cce853f632565b86498e369a096d985539de1

Observation 7d5b18ea-6a8f-47d9-921a-35c8ab42c2ef · outbound

This paper cites Efficient streaming language models with attention sinks.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Efficient streaming language models with attention sinks

Reference 54

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source=pdf_text observed=2026-08-01T13:25:57.941108Z digest=sha256:c50b7db0824e314598bdfa54824c808cbef8aa33489187b67feacf386d6dba40

Observation 7d7a165d-24fc-476a-a30e-80f5e4f0c854 · outbound

This paper cites Duoattention: Efficient long-context llm inference with retrieval and streaming heads.

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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source=pdf_text observed=2026-08-01T13:25:58.000723Z digest=sha256:e06ba7820959d013cd4aab20efeafa0062ca0718a13cef58ed2de404c786acac

Observation 17693f33-97a7-4bda-abb6-2113260ceaf7 · outbound

This paper cites Rethinking Cross-Layer Information Routing in Diffusion Transformers.

Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers Rethinking Cross-Layer Information Routing in Diffusion Transformers

Reference 56

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source=pdf_text observed=2026-08-01T13:25:58.077386Z digest=sha256:c505d495087aaa1dd8e34b7fefc609b4342505715cd0338976b3d6cafb2089e6

Observation b0695804-9f58-40ad-879c-bffcaf33df39 · outbound

This paper cites On the Nature of Attention Sink that Shapes Decoding Strategy in Omni-LLMs.

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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source=pdf_text observed=2026-08-01T13:25:58.191704Z digest=sha256:c716f0c5b21024601cd723812cc21104deb6745f9bb74a38b51dd430c82e150d

Observation 187948a6-f9bc-4db3-80fd-a16f6f262228 · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric.

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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source=pdf_text observed=2026-08-01T13:25:58.287501Z digest=sha256:a1f3ae9e67fe94a5bc87458a3fc11f4af22a3e2711040a1c46da292d4224f4b5

Observation 976841c5-3d91-40dd-bb1f-3ed1fb9d7e6b · outbound

This paper cites H2o: Heavy-hitter oracle for efficient generative inference of large language models.Advances in Neural Information Processing Systems, 36:34661–34710, 2023.

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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source=pdf_text observed=2026-08-01T13:25:58.362255Z digest=sha256:a4da36dc9ee1deef535c9cc8b42cf7ffe103efad8d693234eb48372003202715

Observation 1d17a784-04ab-4b32-8988-f90cbf5718cb · outbound

This paper cites Full Attention Strikes Back: Transferring Full Attention into Sparse within Hundred Training Steps.

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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source=pdf_text observed=2026-08-01T13:25:58.421803Z digest=sha256:cfdfe18fdd7f0455385862090137b9d21daac3de464aa26efde25f7987bbcf56

Pith citing papers

No inbound Pith citation observations are available.