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Paper Citation Record · LEDGER

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer

As of 20 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2501.07825.

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

pith.paper-citation-record.v1
2501.07825 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:39:03.612134Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0845b1a5-38d4-4a84-ac67-43efaed1e0fb · outbound

This paper cites Handwritten digit recognition with a back-propagation network,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Handwritten digit recognition with a back-propagation network,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.847801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.541522Z digest=sha256:0f4af45e66d162dee6afbb8e1395c6c16cf3a1c9e9ae0288f897abd6f134ecf2

Observation f56b9156-35c9-4fbd-9e7a-bd96915e9424 · outbound

This paper cites Vaswani, N.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Vaswani, N

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.836145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.548185Z digest=sha256:f86371134f6896fbfaf70fd708c611797946af8c5079b627e82747b8fd0f2035

Observation 89d6eeec-a6c7-496e-b921-3a49bdc5a2c7 · outbound

This paper cites Networks of spiking neurons: The third generation of neural network models,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Networks of spiking neurons: The third generation of neural network models,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.824262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e213ded3-ff32-49a2-a16f-84d83c71ab8a · outbound

This paper cites Eyeriss: An Energy- Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Eyeriss: An Energy- Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.812093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.558068Z digest=sha256:d183fa32595afb813f78758b05a80cdfdf9f3a72fc714c89ae132a3ef79d663f

Observation 91a69ef2-104d-40a0-b7c1-82f95bfa5067 · outbound

This paper cites SpAtten: Efficient sparse attention architecture with cascade token and head pruning,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer SpAtten: Efficient sparse attention architecture with cascade token and head pruning,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.798630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.563369Z digest=sha256:4815756f39fd79260f1f7c029216ef639b2d084781164dff9964fe684590c12a

Observation 9fc13d9f-3b18-4e0c-b00e-ea03710aa46d · outbound

This paper cites DOTA: Detect and omit weak attentions for scalable Transformer acceleration,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer DOTA: Detect and omit weak attentions for scalable Transformer acceleration,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.785659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.568640Z digest=sha256:7af7b76e440b5ebccc3061a39ef6fb868857039501ee5557fd5e78f6f7354321

Observation 38180941-573e-489b-ac62-ffe020c1a8a7 · outbound

This paper cites FEAS: A Faster Event-Driven Accelerator Supporting Inhibitory Spiking Neural Net- work,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer FEAS: A Faster Event-Driven Accelerator Supporting Inhibitory Spiking Neural Net- work,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.773524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.573775Z digest=sha256:57270a61175ddab7304f5c2201d5d94ee5bff40ef58672c911394e5f939ab8a5

Observation f77a3ecf-7af6-460d-8071-b6b0ccf2e001 · outbound

This paper cites Fast and Energy-Efficient SNN Processor With Adaptive Clock/Event-Driven Computation Scheme and Online Learning,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Fast and Energy-Efficient SNN Processor With Adaptive Clock/Event-Driven Computation Scheme and Online Learning,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.761159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.578340Z digest=sha256:ffab44dd1e4aa909ce1ea07e6bc67c04ec828451d2322b882a87fed8b3837095

Observation fd89471d-904f-4f2f-ad55-b1cd9b8b93f0 · outbound

This paper cites FireFly: A High- Throughput Hardware Accelerator for Spiking Neural Networks With Efficient DSP and Memory Optimization,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer FireFly: A High- Throughput Hardware Accelerator for Spiking Neural Networks With Efficient DSP and Memory Optimization,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.748698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.582859Z digest=sha256:97dcaa628adfe0a47e6cad8a4bc5845826c5b1776d49b9f62dae1b170c257cc9

Observation 219c66c7-cc98-431f-b16e-d200591d0ec0 · outbound

This paper cites Efficient Hard- ware Acceleration of Sparsely Active Convolutional Spiking Neural Networks,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Efficient Hard- ware Acceleration of Sparsely Active Convolutional Spiking Neural Networks,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.736020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.586443Z digest=sha256:5cfcfa1868b7a075dcf2643169fd517c275448e24a11bc68511dafbd1b953b77

Observation 054a6619-88c0-4ed2-a333-cd2bb4877ed4 · outbound

This paper cites Spike-driven transformer,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Spike-driven transformer,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.720206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.590561Z digest=sha256:f2d2fbbf8a8b88cc3a6beb0b878b15d14e7c72b0ea1f54a422d6f4f13bbbb65a

Observation 2d50b38c-4a53-4e88-972e-588532b92fe3 · outbound

This paper cites Theoretical neuroscience: Computational and mathematical modeling of neural systems,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Theoretical neuroscience: Computational and mathematical modeling of neural systems,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.705154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.594774Z digest=sha256:201d169bbcb58656ca5f3328ec60824dda0e0923ab299a216196a080bcde6929

Observation 632292b3-a5c0-4bef-ba9e-41762da658ac · outbound

This paper cites A Unified Acceleration Solution Based on Deformable Network for Image Pixel Processing,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer A Unified Acceleration Solution Based on Deformable Network for Image Pixel Processing,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.691972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.598832Z digest=sha256:d5f788608101101cb8bb2e2c63ae33bbed7c6efcbb730f28edad99af53c9aba7

Observation 018dbe89-998d-47b6-9e44-7bdb1e758d34 · outbound

This paper cites An Event-driven Spiking Neural Network Accelerator with On-chip Sparse Weight,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer An Event-driven Spiking Neural Network Accelerator with On-chip Sparse Weight,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.677779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.603036Z digest=sha256:0584ca4a7f4caac81a10d35da36627afbf706dffdd533d7a8002ee9c0bc8852e

Observation 9856ffab-31e7-4ef9-ab14-ac242618492f · outbound

This paper cites Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balance,.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balance,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:39:03.663609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T20:39:03.607322Z digest=sha256:258597571d53dd9843f22e2c022b627e582ab6f32842a11b5e09869e95a984f9

Observation ee919d8e-9f1f-4811-b8ac-23738a5102a3 · outbound

This paper cites an unresolved cited work.

An Efficient Sparse Hardware Accelerator for Spike-Driven Transformer Unresolved cited work

Reference 16

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unresolved
raw_fallback, observed 2026-08-10T20:39:03.647981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Pith citing papers

No inbound Pith citation observations are available.