Chipmunk: Training-Free Acceleration of Diffusion Transformers with Dynamic Column-Sparse Deltas | Paper Citation Record

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

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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

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

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

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

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

Reference 20

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

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

Reference 25

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

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

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

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

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

Reference 40

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

Reference 41

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

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

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

Reference 47

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

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

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

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

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

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

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

Reference 56

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

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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

Resolution: unresolved; no resolver link, observed 2026-08-07T11:18:59.919334Z

Source-reported events for the cited work

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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

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:00.007545Z

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Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:00.118035Z

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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:06.489520Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:00.501688Z

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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

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:00.596422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:00.731478Z

Source-reported events for the cited work

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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

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:00.386463Z

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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

Resolution: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:06.041669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:05.808822Z

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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

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:05.572323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:05.334872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:05.112969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

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

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:04.594921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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