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Paper Citation Record · LEDGER

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas

As of 7 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2506.03275.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.03275 v1

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:19:02.099567Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

79 of 79 outbound references displayed

  • verified exact2
  • verified fuzzy12
  • unresolved65
  • parse uncertain0
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External citation measurements

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Outbound references

Observation 909f674c-1860-4a12-9813-a4ee70a86ada · outbound

This paper cites Simple linear attention language models balance the recall-throughput tradeoff.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Simple linear attention language models balance the recall-throughput tradeoff

Reference 1

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Observation 68580470-56e1-4957-9b3f-4b3379dad0c9 · outbound

This paper cites Scatterbrain: Unifying Sparse and Low-rank Attention Approximation.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Scatterbrain: Unifying Sparse and Low-rank Attention Approximation

Reference 2

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Observation e44a1581-d2ba-402f-a1b3-8028b9492a49 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 3

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Observation 3448aa40-f945-43f3-8e54-2b06e877835d · outbound

This paper cites $\Delta$-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas $\Delta$-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers

Reference 4

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source=pdf_text observed=2026-08-07T11:18:52.841884Z digest=sha256:186021ff6ccb962b268c41421710adcabf70e7cbc576de87d947ec66d6f135a4

Observation 701343c8-8e07-4422-ab2c-0affaff7fff2 · outbound

This paper cites LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models

Reference 5

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Observation 88b4fc5b-e5bf-44e1-ae4a-18b12083524f · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 6

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source=pdf_text observed=2026-08-07T11:18:53.075457Z digest=sha256:41fecd2d97502c1032d38974619811236d12c5d89844493fad3ee393307f04fc

Observation 081c80fe-9273-4708-b3f5-aa2ffc79b9fb · outbound

This paper cites Rethinking Attention with Performers.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Rethinking Attention with Performers

Reference 7

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source=pdf_text observed=2026-08-07T11:18:53.201136Z digest=sha256:904152a404e6869f9638641c4efee9c2c64671f5c5e8949147a2943f782d7bff

Observation c6a14fac-7a0c-443f-9837-3cf729bf6001 · outbound

This paper cites FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness

Reference 8

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source=pdf_text observed=2026-08-07T11:18:53.336792Z digest=sha256:f08f6a4b3b674c9c36987a81472b77569fd91320a9a80f522f273edb200c5a1a

Observation 39aa99dd-16a5-44e0-a595-604cc74e0c63 · outbound

This paper cites Dosovitskiy, L.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Dosovitskiy, L

Reference 9

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source=pdf_text observed=2026-08-07T11:18:53.439228Z digest=sha256:3f7a1ee63694735b8a0561de044a5f6fb1442b50d2bc8f249c9b9a0e2eb9384a

Observation 6319b236-a3be-43da-b25a-2dcdf0a0de53 · outbound

This paper cites Elhage, N.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Elhage, N

Reference 10

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Observation 40f4532d-d86b-491d-9867-7689d82c6f17 · outbound

This paper cites Esser, S.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Esser, S

Reference 11

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Observation d302cd48-d9b2-43b0-9865-f3e4cda3d304 · outbound

This paper cites Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

Reference 12

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Observation 2f7d07d0-d8a0-445f-99eb-18390b4adce6 · outbound

This paper cites Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Reference 13

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Observation 876f5a34-4faf-4fd0-a24b-2f26d7cae511 · outbound

This paper cites GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment

Reference 14

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Observation bf5ed4a5-439b-452c-8524-595bf2222b58 · outbound

This paper cites Denoising Diffusion Probabilistic Models.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Denoising Diffusion Probabilistic Models

Reference 15

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Observation 69da6a2e-1d9a-49fc-99dc-95f3c79567f1 · outbound

This paper cites CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers

Reference 16

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source=pdf_text observed=2026-08-07T11:18:54.424272Z digest=sha256:7f8787a94b55c867842c327f3d6746886a3b7411da78bf3a96943968b37f9c37

Observation 27edcd7b-4075-4943-9e6e-e3064f17c998 · outbound

This paper cites Huang, Y.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Huang, Y

Reference 17

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Observation 19c2b731-3390-413f-92d1-d170719079a7 · outbound

This paper cites Mixtral of Experts.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Mixtral of Experts

Reference 18

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Observation 87985634-d9f3-4454-9cca-b11c613945f4 · outbound

This paper cites Adaptive Caching for Faster Video Generation with Diffusion Transformers.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Adaptive Caching for Faster Video Generation with Diffusion Transformers

Reference 19

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Observation f355f5eb-e9b0-437f-a7d8-a947196d1035 · outbound

This paper cites Reformer: The Efficient Transformer.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Reformer: The Efficient Transformer

Reference 20

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Observation 3da89113-8641-4a77-b986-cf930adcb6a7 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 21

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Observation 2a136c6c-495e-451c-8796-a60dda6a7ab7 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 22

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Observation 97773021-1266-4c5e-970d-306d6692fc26 · outbound

This paper cites Neutrino Production via $e^-e^+$ Collision at $Z$-boson Peak.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Neutrino Production via $e^-e^+$ Collision at $Z$-boson Peak

Reference 23

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Observation b24b53d3-2be6-4049-9464-06003532ee3f · outbound

This paper cites The Lazy Neuron Phenomenon: On Emergence of Activation Sparsity in Transformers.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas The Lazy Neuron Phenomenon: On Emergence of Activation Sparsity in Transformers

Reference 24

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Observation fccf525c-a114-4388-911a-a9426ecd62f6 · outbound

This paper cites Microsoft COCO: Common Objects in Context.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Microsoft COCO: Common Objects in Context

Reference 25

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Observation 0efc2303-dfbe-482c-8e56-0c3042dfc67e · outbound

This paper cites Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model

Reference 26

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Observation 53c31b0e-e25b-49dc-9b1a-8400deddb2fc · outbound

This paper cites Training-Free Activation Sparsity in Large Language Models.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Training-Free Activation Sparsity in Large Language Models

Reference 27

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source=pdf_text observed=2026-08-07T11:18:55.783751Z digest=sha256:5822c1e3531d8ec0d82a5aad1d9e1431af10c0194882b50ae990a21fcd20ff47

Observation 2a3f23ab-fed3-444c-936b-e791fc551309 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 28

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Observation 30406202-eeaa-44f6-9156-c8e96cfa1d96 · outbound

This paper cites Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time

Reference 29

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Observation 2056005d-2485-422f-ae3a-b6132a1be928 · outbound

This paper cites DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps

Reference 30

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source=pdf_text observed=2026-08-07T11:18:56.132180Z digest=sha256:31c0fc993d9b0af47a9805a8aba53b1394b2f4de129129f94a67e842f5d15ef0

Observation 2a12f13b-3e82-4be8-a527-a0b7832c054a · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 31

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Observation 5a67eb12-4680-4e1e-a096-984f89405024 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 32

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Observation f2167eba-8047-4d43-ad4c-6f7467eeaf7e · outbound

This paper cites Gpu performance background user’s guide, 2024.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Gpu performance background user’s guide, 2024

Reference 33

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Observation b275231b-5d10-4b82-a347-8e7567df1b3c · outbound

This paper cites Peebles and S.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Peebles and S

Reference 34

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source=pdf_text observed=2026-08-07T11:18:56.610863Z digest=sha256:1db4de88dac500b211488b64e99029606417c1f67737d527e2abeecfbed30211

Observation d6e93b14-6022-4db6-b427-f1088d29d8f8 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Learning Transferable Visual Models From Natural Language Supervision

Reference 35

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source=pdf_text observed=2026-08-07T11:18:56.733736Z digest=sha256:70ade7fe079db511a2a5fb5fbf8ad668b5c921f4befdd341317fe39adc8eddae

Observation 0f450d3b-48f0-4df1-91ec-df35e2a06dfe · outbound

This paper cites Progressive Distillation for Fast Sampling of Diffusion Models.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Progressive Distillation for Fast Sampling of Diffusion Models

Reference 36

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source=pdf_text observed=2026-08-07T11:18:56.882796Z digest=sha256:bf618ac5ac378b0f59fcd0e8dbf8668bbd5eb91cddf4fc1d4d00e04ca2937f93

Observation 0fce47ec-fc6a-4d66-923f-eb89fb9e19e1 · outbound

This paper cites Magi-1: Autoregressive video generation at scale, 2025.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Magi-1: Autoregressive video generation at scale, 2025

Reference 37

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:56.991729Z digest=sha256:779db9b65b1b01c0377fe736de06ea89dfaf5d7cef417514bdbcbc2a2035b5b2

Observation c23c1656-c085-433d-abc8-c69e2bc6ac8b · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:57.115735Z digest=sha256:7731cec0fa287e4f641300ed89bbb4fd4e5cbaa30eee4917f9f07f6b8dfc81e4

Observation 45e439a1-31d6-49f3-8c37-3ef2d6178fac · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 39

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source=pdf_text observed=2026-08-07T11:18:57.282605Z digest=sha256:97ec28bf1e9cd96eb9a5818ef883f13a5797e393222da181161f1f3e29e3f7df

Observation 2a16d70f-853f-42d3-8d37-35c7aeb6543e · outbound

This paper cites Sohl-Dickstein, E.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Sohl-Dickstein, E

Reference 40

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:57.400017Z digest=sha256:ee47b614e12810c6793dd31a583a21523283b6bbdd57ea2a8ae6bdef99f2bd69

Observation e41a7a81-57a0-42e7-b8bb-7c1076066171 · outbound

This paper cites Denoising Diffusion Implicit Models.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Denoising Diffusion Implicit Models

Reference 41

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source=pdf_text observed=2026-08-07T11:18:57.508343Z digest=sha256:a41f36a4d8257adc051b36efaaddbbf3dafdc1102884968ed637bfa677e5b43f

Observation e4209af1-61e3-4049-8523-22fcff1d6029 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 42

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:57.656993Z digest=sha256:ef146d3ab489808efb1f66208cb3e84952c334a3a4fe8888ac36c0ba5823491b

Observation f12abf0f-d5b1-4c46-a7e2-f5ff9c8f26a2 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 43

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:57.779017Z digest=sha256:ec04cfa80949bbe917e5f122d2346b347f3a19d9c8f89d4e09612cf88b43d5d6

Observation b5048f61-9aa4-4270-b5be-2a4cd4c02027 · outbound

This paper cites Unveiling Redundancy in Diffusion Transformers (DiTs): A Systematic Study.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unveiling Redundancy in Diffusion Transformers (DiTs): A Systematic Study

Reference 44

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:18:57.902858Z digest=sha256:bf5b447d093c99130f57b11bde342b5801cc568ac42b81bbad20aa88fe670e3f

Observation 6b99ecac-ec73-4541-b145-9003cd115e21 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 45

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:18:58.032378Z digest=sha256:4064ac0210e4be16c95234603726fb416b6426dc51e8319202d63b5392ea3c19

Observation 7651a399-b635-4ff9-805d-ee485675ece7 · outbound

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

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference

Reference 46

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:18:58.173750Z digest=sha256:310e431b2d6ffd2098e593e457c18be5f3126f8b852a1ad409dafb4560775340

Observation 83d6f5b9-07d9-4888-b9c9-86b183cc340e · outbound

This paper cites Tillet, H.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Tillet, H

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:18:58.280459Z digest=sha256:80c41a30cf7564575c46f4e3e41e49f39e0ddc459ccc322fcadf3348bef61420

Observation 490457eb-4812-4f71-bfa5-7e2d7f71487d · outbound

This paper cites Attention Is All You Need.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Attention Is All You Need

Reference 48

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:18:58.404074Z digest=sha256:a0cdcc562879077d06b8d59055780b377f6ae7989548d8d8882c2280b777f88a

Observation 95ec2472-0c4e-4a31-bf9e-42f173357ddf · outbound

This paper cites Linformer: Self-Attention with Linear Complexity.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Linformer: Self-Attention with Linear Complexity

Reference 49

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source=pdf_text observed=2026-08-07T11:18:58.541753Z digest=sha256:5b45201eb3087161e3f8b52e23d5863699d4f1547a564c0f91a1707b75ae3432

Observation 84c003ee-3f0d-4007-9fb8-cc796a652472 · outbound

This paper cites Cache Me if You Can: Accelerating Diffusion Models through Block Caching.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Cache Me if You Can: Accelerating Diffusion Models through Block Caching

Reference 50

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:18:58.686561Z digest=sha256:a3afcc47dd488e708430126b5d73be798c734f53dae5cdefd4fbdd04b259584f

Observation 0f8e8662-d508-44ac-99ac-8055f127d9e2 · outbound

This paper cites Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity

Reference 51

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source=pdf_text observed=2026-08-07T11:18:58.832753Z digest=sha256:ec90cd01e19988df13a5cff6b900afdba1b8af70332c7ac860b4c163c08bbe55

Observation b221630c-a68e-4e39-b9a7-32f262e0f5e4 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 52

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raw_fallback, observed 2026-08-07T11:19:07.380937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:58.954835Z digest=sha256:9ea134db04b7969c114804ede0f6f9d7f11b8e5789baad163e06f7ec4838b12e

Observation 04a66b84-6fad-4036-95ad-55ee79f3e028 · outbound

This paper cites XAttention: Block Sparse Attention with Antidiagonal Scoring.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas XAttention: Block Sparse Attention with Antidiagonal Scoring

Reference 53

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:18:59.278775Z digest=sha256:00f826c92a28767927b87f7b0c6c67fa3329662b5c3db91ccbbcd86856431d11

Observation b9bcafd8-8fa9-443b-8de4-4132e87f51da · outbound

This paper cites FasterDiT: Towards Faster Diffusion Transformers Training without Architecture Modification.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas FasterDiT: Towards Faster Diffusion Transformers Training without Architecture Modification

Reference 54

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:18:59.416091Z digest=sha256:eab17a64f7d6755b943168bc6ec47a1ea529410121201bf11e2f610d9597eb79

Observation da325632-1d83-42d4-9402-df7730f34b83 · outbound

This paper cites FlashInfer: Efficient and Customizable Attention Engine for LLM Inference Serving.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas FlashInfer: Efficient and Customizable Attention Engine for LLM Inference Serving

Reference 55

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source=pdf_text observed=2026-08-07T11:18:59.564896Z digest=sha256:e59c2c16ec498fe5042f684c776cd19f4799c80d832cc68541738ad7829ce01d

Observation 1fe39798-b4f2-4ff2-a4a6-3e669e6fcf8c · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 56

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raw_fallback, observed 2026-08-07T11:19:06.977886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:59.657893Z digest=sha256:424026b9e40cd6ecd640c243411dc9ef544fd2ad129fa0afbaa4a3826deb7a0a

Observation 8137d909-1eaf-4b92-be5d-7d987b33ce89 · outbound

This paper cites Big Bird: Transformers for Longer Sequences.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Big Bird: Transformers for Longer Sequences

Reference 57

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:18:59.919334Z digest=sha256:b010596777e14dcda4c04c236a81d5d73a2bf194a26e6ae14c4a17beeb7b5092

Observation 3e8cb8b3-f644-4b11-9deb-319e33555506 · outbound

This paper cites Token Pruning for Caching Better: 9 Times Acceleration on Stable Diffusion for Free.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Token Pruning for Caching Better: 9 Times Acceleration on Stable Diffusion for Free

Reference 58

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:19:00.007545Z digest=sha256:c75d647570976cad80ee862839382d8237833972cc4d2df0568726928bb520fd

Observation 7b6a8990-1850-49db-a971-b08bd1203980 · outbound

This paper cites Zhang, J.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Zhang, J

Reference 59

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:19:00.118035Z digest=sha256:03f67f80d8a4bda60acd9d339095e98ccd59ab2d56ec6da37bab7a0a2aa3ddcd

Observation 376eee52-8ba0-4cd5-8d4c-71df2518cff2 · outbound

This paper cites Zhang and K.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Zhang and K

Reference 60

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:00.254535Z digest=sha256:9585985821ae01391a145fbe92d9d48a6569488eb48f44ec05341355f96a2115

Observation 707cf043-9ef6-4e0d-9ae1-efe4b2d110b3 · outbound

This paper cites Fast Video Generation with Sliding Tile Attention.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Fast Video Generation with Sliding Tile Attention

Reference 61

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:19:00.501688Z digest=sha256:8873028006bc385c9181e6d179af35a643e57eb5353dd76985a03f3874792c44

Observation bb45dd51-9327-4822-9d48-e67ae389ae4c · outbound

This paper cites Open-Sora: Democratizing Efficient Video Production for All.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Open-Sora: Democratizing Efficient Video Production for All

Reference 62

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:19:00.596422Z digest=sha256:0904802816705930eb0faa135cf5bc1c4813b0b09cf85e3b6a4b684fef4220b0

Observation 70705e1b-680d-440b-b64b-2d1d57f1e385 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 63

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:19:00.731478Z digest=sha256:29ced830caa48688217c70de8971c0d8d51996a68dbed835e0d5cb7f04879bab

Observation c7d8afb8-f7a0-45f5-b2a4-57e2da39f9d6 · outbound

This paper cites Accelerating Diffusion Models with One-to-Many Knowledge Distillation.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Accelerating Diffusion Models with One-to-Many Knowledge Distillation

Reference 64

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:19:00.386463Z digest=sha256:ef388f12b63260050c21976c821580331fcb3a1cc062b370d49634a190d81f92

Observation 92f8b468-31e2-4a26-aaf2-3a7ecbbb77ac · outbound

This paper cites read" of the residual stream to compute scale and shift factors, (2) a distributive.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas read" of the residual stream to compute scale and shift factors, (2) a distributive

Reference 68

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raw_fallback, observed 2026-08-07T11:19:06.279997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:00.836218Z digest=sha256:c48289cc8b75cdac638e575bb42152f9fcf2f4f0e8e157c40b4fda1f3b1045b8

Observation ba8c6fed-2541-4ecb-9bda-7ba89a49d823 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 69

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:00.935777Z digest=sha256:6e2cc21d2c686146defb7c1123d188655a4eaa9c03bba7dd1423d532f6571bc3

Observation 7827ee65-24cc-4ac5-8201-cffffee23f4a · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 70

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:00.991146Z digest=sha256:cc2382b3398381ef2040328ccbf3bafc996d3f53a069037ce2ac186e63c5d56b

Observation b019cec4-bdc7-4000-8a6b-e692c497c6db · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 71

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:01.123647Z digest=sha256:c739f6991a42f7b3a1780e068cb813cfc9f96b767db0f41c704c9d588832952d

Observation b4d1bd65-cc1b-4fc2-a1ea-479c0a418f07 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 72

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:01.227847Z digest=sha256:abb07a38cbd88404fdb78e73bbf4bf37ba50c3c35cb7ea2b2e62e11a3250e32f

Observation 4c94adfa-8360-4096-89f1-bd090701c08f · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 73

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:01.350215Z digest=sha256:57978ca80bfb6ce2d8da849b97c363637b3411e853c1c992a0be8d3bb0c4e91e

Observation 7e76f1fd-5732-40bf-b781-accfa4094e42 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 74

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unresolved
raw_fallback, observed 2026-08-07T11:19:04.852891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:01.465880Z digest=sha256:8ff23ba558e1d6e6059fb4d0d8cec0ad077424c6d62dae2f1b39bba2fe21a916

Observation 6f5d3e1d-b9db-4e69-abcb-177b5f50b197 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 75

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:01.576290Z digest=sha256:5838143338c4870652ce093420d17bf5b01cfd8e42cc8c6d411a3f7763cba8bf

Observation c4920994-6d3d-4e26-a643-dbc72eebf292 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 76

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unresolved
raw_fallback, observed 2026-08-07T11:19:04.330904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:01.721394Z digest=sha256:5829e2fc33cca53ede05e1013b66057d9e4726a3ffb455cb7d75c2add9af5ef8

Observation f673f552-8c24-4c49-8fd1-8168199acaa1 · outbound

This paper cites This combination allows the overlap of the producer warpgroup’s memory loading prologue with the consumer warpgroups’ high latency epilogue operations.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas This combination allows the overlap of the producer warpgroup’s memory loading prologue with the consumer warpgroups’ high latency epilogue operations

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:19:04.123218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation ef85f47e-1402-45c9-af25-62f0bb754973 · outbound

This paper cites With a torch-compiled bitpacking function, we reduce memory usage by 8x, while incurring negligible computational overhead.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas With a torch-compiled bitpacking function, we reduce memory usage by 8x, while incurring negligible computational overhead

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:19:03.945620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a81abfa9-61fc-4d90-b94f-75e5b14e8d77 · outbound

This paper cites anthropomorphic crow werecreature, photograph captured in a forest.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas anthropomorphic crow werecreature, photograph captured in a forest

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:19:03.818018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:19:02.099567Z digest=sha256:1fa2eb0bd05b0ecc205bf8c622a6b7f79c5bf1cf18fdfd268b9c1dc1fb3ffa5a

Observation 96973b2e-4c8b-4bd6-9e7c-e142746ddd8e · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T11:18:53.676340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:18:53.676340Z digest=sha256:0f75ef6460192d81dd83344138b354357b9b8d2fda257d7b32906c85cb7b4943

Observation 4d980e1a-f8e2-40db-9ec4-a420c7532c66 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:19:07.184460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1a7e0ecf-3f32-4a40-8e6c-3ac3a47abaa9 · outbound

This paper cites an unresolved cited work.

Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:19:06.692163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:18:59.774882Z digest=sha256:e85493b337eaa3957c38a4f6181f91ba6e63b0e4ebee19de43361bc4dc3f8e50

Pith citing papers

No inbound Pith citation observations are available.