Paper Citation Record · LEDGER

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL

As of 9 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2508.21739.

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

pith.paper-citation-record.v1
2508.21739 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:02:39.953384Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T14:22:29.673578Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T00:46:12.778657Z

Reference resolution

25 of 25 outbound references displayed

verified exact1
verified fuzzy18
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ea49512d-3383-45c7-b8cc-9bddde9d282b · outbound

This paper cites Implementation of a framework for deploying ai inference engines in fpgas,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Implementation of a framework for deploying ai inference engines in fpgas,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:43.247512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e1ab8a01-23c2-4092-be5f-a374c05b6b02 · outbound

This paper cites Fpga-accelerated machine learning inference as a service for particle physics computing,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Fpga-accelerated machine learning inference as a service for particle physics computing,

Reference 2

Resolution: verified exact; doi, observed 2026-08-05T14:02:40.232291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa79d94a-b112-483f-a718-3a1d56883a92 · outbound

This paper cites Exploring machine learning to hardware implementations for large data rate x-ray instrumentation,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Exploring machine learning to hardware implementations for large data rate x-ray instrumentation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:43.069108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3579097-9084-488f-a2df-f6a5f8074d2a · outbound

This paper cites Fpga- accelerated specklenn with snl for real-time x-ray single-particle imag- ing,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Fpga- accelerated specklenn with snl for real-time x-ray single-particle imag- ing,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:42.954672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d2de4d2-9a7d-4a42-85e6-8a9885b99b83 · outbound

This paper cites Vitis-ai documentation,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Vitis-ai documentation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:42.766605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 667d0cbf-1448-456d-ad2a-f6577b7dc8d0 · outbound

This paper cites Intel openvino toolkit for computer vision: Object detection and semantic segmentation,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Intel openvino toolkit for computer vision: Object detection and semantic segmentation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:42.593368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 91ab4d24-2ce0-48b8-b45b-0d1ca41739ef · outbound

This paper cites Finn-r: An end-to-end deep- learning framework for fast exploration of quantized neural networks,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Finn-r: An end-to-end deep- learning framework for fast exploration of quantized neural networks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:42.430976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f8d927c3-e91a-4146-80bf-20819cfd219d · outbound

This paper cites Eyeriss v2: A flexible accelerator for emerging deep neural networks on mobile devices,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Eyeriss v2: A flexible accelerator for emerging deep neural networks on mobile devices,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T14:02:38.524800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49067c17-e791-41b0-a042-226608986ad0 · outbound

This paper cites Edge- drnn: Recurrent neural network accelerator for edge inference,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Edge- drnn: Recurrent neural network accelerator for edge inference,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:42.254481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3fae0c1-1def-44f1-816c-6e7b13eef48c · outbound

This paper cites Fast inference of deep neural networks in FPGAs for particle physics,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Fast inference of deep neural networks in FPGAs for particle physics,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:42.083411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b5858d37-e7c5-4855-b477-7eb115cc7da9 · outbound

This paper cites Fast inference of boosted decision trees in fpgas for particle physics,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Fast inference of boosted decision trees in fpgas for particle physics,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:41.897494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14fca101-65b4-4585-a4f0-59385209abe9 · outbound

This paper cites Ultra-low latency recurrent neural network inference on fpgas for physics applications with hls4ml,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Ultra-low latency recurrent neural network inference on fpgas for physics applications with hls4ml,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:41.676004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ca35cf6-4b07-44b6-9eda-3fe536d0134f · outbound

This paper cites Fast convolutional neural networks on FPGAs with hls4ml,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Fast convolutional neural networks on FPGAs with hls4ml,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:41.521253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dd36ea4b-91e5-4115-9903-4f103999d958 · outbound

This paper cites Analysis of Hardware Synthesis Strategies for Machine Learning in Collider Trigger and Data Acquisition.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Analysis of Hardware Synthesis Strategies for Machine Learning in Collider Trigger and Data Acquisition

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T14:02:39.015234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cf88d7c-30f6-4dc5-8872-7593398d7026 · outbound

This paper cites Zcu102 evaluation board product page,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Zcu102 evaluation board product page,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:41.392415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4075942f-4e3e-4060-a5c0-f0485e378b5f · outbound

This paper cites Rogue software library,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Rogue software library,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:41.215803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eca872b1-d313-498c-ad5b-b5b79f1480c9 · outbound

This paper cites Pynq documentation,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Pynq documentation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:41.065009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 651d4507-f7b3-46ff-b558-6e3b0d11ef48 · outbound

This paper cites hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T14:02:39.307671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d92b3294-a8b3-4a57-bcb3-a007929e13ae · outbound

This paper cites Mlperf tiny bench- mark,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Mlperf tiny bench- mark,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:40.954268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a99d0c38-1f28-45b2-87fc-e882b33f47ed · outbound

This paper cites hls4ml lhc jet dataset (150 particles),.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL hls4ml lhc jet dataset (150 particles),

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T14:02:39.477343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6562230d-c582-4a86-9725-1193e2bc2b86 · outbound

This paper cites Toyad- mos: A dataset of miniature-machine operating sounds for anomalous sound detection,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Toyad- mos: A dataset of miniature-machine operating sounds for anomalous sound detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:40.812243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b5142963-2b46-4851-af49-b783fec2458d · outbound

This paper cites Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T14:02:39.625020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c939c1-1fc8-4e1a-a0e3-3efe577d0438 · outbound

This paper cites Visual Wake Words Dataset.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Visual Wake Words Dataset

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T14:02:39.786572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82917e89-2c94-4a69-bea7-c26d398e728f · outbound

This paper cites hls4ml documentation,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL hls4ml documentation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:40.671497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aaddee78-ea4e-4f54-abf4-7b8bdf2216a6 · outbound

This paper cites Vivado/Vitis Software 2023.1,.

Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL Vivado/Vitis Software 2023.1,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:02:40.523779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation a84dcea1-203c-4f3a-b60e-dc9a07012ac5 · inbound

FPGA-Accelerated Real-Time Diagnostics at DIII-D Using the SLAC Neural Network Library for ML Inference cites this paper.

FPGA-Accelerated Real-Time Diagnostics at DIII-D Using the SLAC Neural Network Library for ML Inference Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:46:12.781149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.