Paper Citation Record · LEDGER

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers

As of 10 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2606.31938.

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

pith.paper-citation-record.v1
2606.31938 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-01T02:14:18.760398Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

37 of 37 outbound references displayed

verified exact2
verified fuzzy34
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d642cf10-e28d-400b-8e6f-87b9c49fb4e0 · outbound

This paper cites DLAS: A Conceptual Model for Across-Stack Deep Learning Acceleration,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers DLAS: A Conceptual Model for Across-Stack Deep Learning Acceleration,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.688281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c12214fd-bec7-449f-985a-a00f563ef377 · outbound

This paper cites ViTA: A vision transformer inference accelerator for edge applica- tions,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers ViTA: A vision transformer inference accelerator for edge applica- tions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.692652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3672faa1-da27-4da2-be09-75627032cf5b · outbound

This paper cites An fpga-based reconfigurable accelerator for convolution-transformer hybrid efficientvit,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers An fpga-based reconfigurable accelerator for convolution-transformer hybrid efficientvit,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.636803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fc012284-960b-41a0-bf44-a81e965e6aa3 · outbound

This paper cites An energy- efficient fpga-based vision transformer accelerator via software-hardware co-design,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers An energy- efficient fpga-based vision transformer accelerator via software-hardware co-design,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.701890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7a7cb652-5cb4-4250-82c0-cebc4e6bace5 · outbound

This paper cites M2-vit: Accelerating hybrid vision transformers with two-level mixed quantization,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers M2-vit: Accelerating hybrid vision transformers with two-level mixed quantization,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.698016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8014555e-031f-4964-b4fe-8beea8eb9651 · outbound

This paper cites SECDA- TFLite: A toolkit for efficient development of FPGA-based DNN accelerators for edge inference,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers SECDA- TFLite: A toolkit for efficient development of FPGA-based DNN accelerators for edge inference,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.646731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a3fec870-8f49-49d8-87aa-6e6cf3112323 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-01T12:15:44.153697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fdc9f236-3f44-4bd2-8cc9-b6284efd6004 · outbound

This paper cites Attention is all you need,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Attention is all you need,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.648674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fd889d56-24f2-4a2f-8ab6-bb6180145893 · outbound

This paper cites Training data-efficient image transformers & distillation through attention,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Training data-efficient image transformers & distillation through attention,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.651169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1b88640b-8929-450e-886b-1108fb629353 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.653635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 517c1bd5-e4d9-4b7c-8967-6e842a8c5f1c · outbound

This paper cites A Survey on Vision Transformer,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers A Survey on Vision Transformer,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.663794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eabdaf59-996d-4806-afb9-be76676facb6 · outbound

This paper cites CSWin Transformer: A General Vision Transformer Backbone With Cross-Shaped Windows,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers CSWin Transformer: A General Vision Transformer Backbone With Cross-Shaped Windows,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.694480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4f7d8133-46c4-4c1f-a3f6-c448ba3b0215 · outbound

This paper cites ViViT: A Video Vision Transformer,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers ViViT: A Video Vision Transformer,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.703597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e1ba7664-a810-4fb4-ba93-81610f3a13a5 · outbound

This paper cites Devit: Decomposing vision transformers for collaborative inference in edge devices,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Devit: Decomposing vision transformers for collaborative inference in edge devices,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.640656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f12a87b1-d97e-4ec9-9164-991a686c1925 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Imagenet: A large-scale hierarchical image database

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.642765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 76a6f032-b22c-4eb2-a369-351dc32b5a11 · outbound

This paper cites Mobilevit: Light-weight, general-purpose, and mobile-friendly vision transformer,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Mobilevit: Light-weight, general-purpose, and mobile-friendly vision transformer,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.634874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d439b895-d05f-4388-8eed-001b1c6aef61 · outbound

This paper cites Efficientvit: Memory efficient vision transformer with cascaded group attention,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Efficientvit: Memory efficient vision transformer with cascaded group attention,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.700078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 77763ace-f1af-42a1-8613-5b63da8dd14a · outbound

This paper cites Edge computing: Vision and challenges.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Edge computing: Vision and challenges

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.690340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ec9a795-d5dd-4329-87c6-a776d8d1d138 · outbound

This paper cites SECDA: Efficient Hardware/Software Co-Design of FPGA-based DNN Acceler- ators for Edge Inference,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers SECDA: Efficient Hardware/Software Co-Design of FPGA-based DNN Acceler- ators for Edge Inference,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.696236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95349315-a548-4f59-ad2d-131fd868c8fb · outbound

This paper cites an unresolved cited work.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-07-07T04:33:20.679104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3c3dc660-5240-45eb-8c30-7af0b8e5fded · outbound

This paper cites How to train your vit? data, augmentation, and regularization in vision transformers,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers How to train your vit? data, augmentation, and regularization in vision transformers,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.638622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c84f512-3b42-47aa-be67-2408b4c48ccd · outbound

This paper cites Validity of the single processor approach to achieving large scale computing capabilities,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Validity of the single processor approach to achieving large scale computing capabilities,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.644697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e38feb6c-2293-47ed-bbe6-4507d2e515e5 · outbound

This paper cites (2025) USB Power Meter Digital Display - V oltage Current Amps Capacity Time Temperature Meter.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers (2025) USB Power Meter Digital Display - V oltage Current Amps Capacity Time Temperature Meter

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.675490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e272e3ea-d9ab-487f-828d-c6ed48b4e182 · outbound

This paper cites ViA: A novel vision-transformer accelerator based on FPGA,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers ViA: A novel vision-transformer accelerator based on FPGA,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.673656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f97aedc8-6b38-4730-83d2-27870d90b21e · outbound

This paper cites Auto-vit-acc: An fpga-aware automatic acceleration framework for vision transformer with mixed- scheme quantization,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Auto-vit-acc: An fpga-aware automatic acceleration framework for vision transformer with mixed- scheme quantization,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.677358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9e0a7a4f-5073-4f13-8cfe-a5e9e8a82b72 · outbound

This paper cites VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-01T12:15:44.157232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9e0542c-afeb-4f13-ac60-2955cf14b5cf · outbound

This paper cites Heatvit: Hardware-efficient adaptive token pruning for vision transformers,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Heatvit: Hardware-efficient adaptive token pruning for vision transformers,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.680933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3822b823-61b6-4d9c-9989-12d729f5687f · outbound

This paper cites Accelerating vit inference on fpga through static and dynamic prun- ing,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Accelerating vit inference on fpga through static and dynamic prun- ing,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.669721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 06e39950-f8da-48b0-8791-ddeeb1fd9b0f · outbound

This paper cites Vitcod: Vision transformer acceleration via dedicated algorithm and accelerator co-design,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Vitcod: Vision transformer acceleration via dedicated algorithm and accelerator co-design,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.671895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb06fb39-e6e5-4583-a44f-ab1ddb00ae3d · outbound

This paper cites Token merging: Your vit but faster,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Token merging: Your vit but faster,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.682660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 858530fb-6aa7-48b0-8170-4c8874fb3426 · outbound

This paper cites Adaptiv: Sign-similarity based image- adaptive token merging for vision transformer acceleration,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Adaptiv: Sign-similarity based image- adaptive token merging for vision transformer acceleration,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.684480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bc0931e0-6502-4e6e-ae2b-54da72ba742c · outbound

This paper cites DRViT: A dynamic redundancy-aware vision transformer accelerator via algorithm and architecture co-design on FPGA,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers DRViT: A dynamic redundancy-aware vision transformer accelerator via algorithm and architecture co-design on FPGA,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.666004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7128b4c5-3b7f-435d-9ebf-06a034099e4d · outbound

This paper cites Lightweight vision transformers for low energy edge inference,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Lightweight vision transformers for low energy edge inference,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.658288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 48284f6c-6f3a-4d51-8ab2-4c37c78ea89a · outbound

This paper cites An FPGA-based transformer accelerator using output block stationary dataflow for object recognition applications,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers An FPGA-based transformer accelerator using output block stationary dataflow for object recognition applications,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.686465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 62c7976d-e8ea-4444-9b26-5b127a11af0b · outbound

This paper cites A 109-gops/w fpga-based vision transformer accelerator with weight-loop dataflow featuring data reusing and resource saving,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers A 109-gops/w fpga-based vision transformer accelerator with weight-loop dataflow featuring data reusing and resource saving,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.660931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e7928001-9bdc-4617-b0c1-2f75629f8b52 · outbound

This paper cites Me- vit: A single-load memory-efficient fpga accelerator for vision transformers,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers Me- vit: A single-load memory-efficient fpga accelerator for vision transformers,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.655949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e63a84b-ca37-4c69-9c8d-a237e1157b0d · outbound

This paper cites SW AT: An efficient swin transformer accelerator based on FPGA,.

FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers SW AT: An efficient swin transformer accelerator based on FPGA,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T04:33:20.667888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.