Paper Citation Record · LEDGER

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI

As of 21 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 2 inbound Pith citation observations for arXiv:2504.19323.

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

pith.paper-citation-record.v1
2504.19323 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T06:00:01.072171Z

measured 40 of 40 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-25T02:26:37.886265Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T02:30:14.878186Z

Reference resolution

38 of 38 outbound references displayed

verified exact1
verified fuzzy32
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb47c2b2-4f60-410e-ae08-efd71f773a74 · outbound

This paper cites The neuro- symbolic concept learner: Interpreting scenes, words, and sentences from natural supervision,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI The neuro- symbolic concept learner: Interpreting scenes, words, and sentences from natural supervision,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.578778Z

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.

Observation f5c3f699-1120-4072-9d61-023ad28e74a4 · outbound

This paper cites Visual concept- metaconcept learning,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Visual concept- metaconcept learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.565194Z

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.

Observation 50b71bc9-3f4f-4d84-b7d4-60cf577ceeca · outbound

This paper cites Falcon: fast visual concept learning by integrating images, linguistic descriptions, and conceptual relations,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Falcon: fast visual concept learning by integrating images, linguistic descriptions, and conceptual relations,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.552391Z

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.

Observation 465d8523-2681-4bb5-9d58-015eafa9e900 · outbound

This paper cites Clevrer: Collision events for video representation and reasoning,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Clevrer: Collision events for video representation and reasoning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.538207Z

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.

Observation 3ba56159-d6e6-4ee4-8eff-371393b6a8ca · outbound

This paper cites Abstract spatial-temporal reasoning via probabilistic abduction and execution,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Abstract spatial-temporal reasoning via probabilistic abduction and execution,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.524044Z

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.

Observation e30bf1e6-a51a-4ab5-bda4-363ef3166434 · outbound

This paper cites Knowledge-based Analogical Reasoning in Neuro-symbolic Latent Spaces.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Knowledge-based Analogical Reasoning in Neuro-symbolic Latent Spaces

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-16T06:00:01.137781Z

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.

Observation 9388eef3-c94a-44ba-b508-fad16d7d3062 · outbound

This paper cites Solving olympiad geometry without human demonstrations,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Solving olympiad geometry without human demonstrations,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T06:00:00.938455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd2d8044-e612-4eed-84d3-41e049b5d2e0 · outbound

This paper cites Special session: Neuro-symbolic architecture meets large language models: A memory-centric perspective,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Special session: Neuro-symbolic architecture meets large language models: A memory-centric perspective,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.504084Z

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.

Observation 61a8b4fa-5a9e-41ae-8e49-4327c42c0285 · outbound

This paper cites Towards cognitive ai systems: Workload and characterization of neuro-symbolic ai,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Towards cognitive ai systems: Workload and characterization of neuro-symbolic ai,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.491572Z

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.

Observation 0af42d72-164a-44ce-bfb6-36e78bf9ff27 · outbound

This paper cites Thinking fast and slow in ai,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Thinking fast and slow in ai,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.478229Z

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.

Observation def92e89-6367-41e9-90ee-6d2229767e7e · outbound

This paper cites Towards learning abductive reasoning using vsa distributed representations,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Towards learning abductive reasoning using vsa distributed representations,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.464294Z

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.

Observation 35abc6d1-d071-438a-b921-6b980c7e3f15 · outbound

This paper cites Probabilistic abduction for visual abstract reasoning via learning rules in vector-symbolic architectures,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Probabilistic abduction for visual abstract reasoning via learning rules in vector-symbolic architectures,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.451336Z

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.

Observation 42f69c0e-acb4-47e9-a6d3-be30831d0695 · outbound

This paper cites Neuro- symbolic approaches in artificial intelligence,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Neuro- symbolic approaches in artificial intelligence,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.438447Z

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.

Observation 9516e933-7559-43bb-9507-a54185ed968a · outbound

This paper cites Is neuro-symbolic ai meeting its promises in natural language processing? a structured review,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Is neuro-symbolic ai meeting its promises in natural language processing? a structured review,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.424554Z

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.

Observation 718529a8-4c35-4cdd-af11-754d06144237 · outbound

This paper cites Towards efficient neuro-symbolic ai: From workload characterization to hardware architecture,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Towards efficient neuro-symbolic ai: From workload characterization to hardware architecture,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.410143Z

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.

Observation 31a0f7b2-2671-40a5-a005-2fc34f241f88 · outbound

This paper cites H3dfact: Heterogeneous 3d integrated cim for factorization with holographic perceptual representations,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI H3dfact: Heterogeneous 3d integrated cim for factorization with holographic perceptual representations,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.397037Z

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.

Observation cac77250-942f-47a8-9b45-7e6ab0306c92 · outbound

This paper cites A neuro-vector-symbolic architecture for solving raven’s progressive matrices,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI A neuro-vector-symbolic architecture for solving raven’s progressive matrices,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T06:00:00.982005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0174992a-4958-4b4d-8c09-2536bd4b90e7 · outbound

This paper cites Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T06:00:00.986310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a16ad788-305d-43d0-95ee-5f4d06f5dd64 · outbound

This paper cites Autosa: A polyhedral compiler for high-performance systolic arrays on fpga,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Autosa: A polyhedral compiler for high-performance systolic arrays on fpga,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.376842Z

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.

Observation cf4144e9-439e-49f7-84f2-b447d3bce918 · outbound

This paper cites Automated systolic array architecture synthesis for high throughput cnn inference on fpgas,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Automated systolic array architecture synthesis for high throughput cnn inference on fpgas,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.364146Z

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.

Observation c14f4f43-46f5-433a-bd44-e8b44dc14d19 · outbound

This paper cites A survey of fpga design for ai era,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI A survey of fpga design for ai era,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.351577Z

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.

Observation 9c2cd836-c433-465e-87df-3dda4160931c · outbound

This paper cites Understanding the potential of fpga-based spatial acceleration for large language model inference,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Understanding the potential of fpga-based spatial acceleration for large language model inference,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.339190Z

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.

Observation 0c59b8a3-27ad-4e1f-abbb-00bb37bb52b0 · outbound

This paper cites A comprehensive evaluation of fpga-based spatial acceler- ation of llms,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI A comprehensive evaluation of fpga-based spatial acceler- ation of llms,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.327861Z

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.

Observation b3a3d340-54ed-4f85-aeae-5ece9dfe038b · outbound

This paper cites Flightllm: Efficient large language model inference with a complete mapping flow on fpgas,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Flightllm: Efficient large language model inference with a complete mapping flow on fpgas,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.316309Z

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.

Observation d165faf6-226a-4d31-b25b-8a4972758067 · outbound

This paper cites Fpga- based high-throughput cnn hardware accelerator with high computing resource utilization ratio,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Fpga- based high-throughput cnn hardware accelerator with high computing resource utilization ratio,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.303995Z

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.

Observation 4e308f58-26ad-4bf9-8231-0333fcc8a79b · outbound

This paper cites A high throughput acceleration for hybrid neural networks with efficient resource management on fpga,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI A high throughput acceleration for hybrid neural networks with efficient resource management on fpga,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.290780Z

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.

Observation 87e47059-59b1-4264-b173-ec4081cd029a · outbound

This paper cites LlamaF: An Efficient Llama2 Architecture Accelerator on Embedded FPGAs.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI LlamaF: An Efficient Llama2 Architecture Accelerator on Embedded FPGAs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T06:00:01.026856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33a9409b-d57f-4a4b-8ecd-2c1fc73f9edc · outbound

This paper cites Mimonets: Multiple-input-multiple-output neural networks exploiting computation in superposition,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Mimonets: Multiple-input-multiple-output neural networks exploiting computation in superposition,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.278373Z

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.

Observation 1fb38b78-9c05-4f19-bf2d-d274bec3048c · outbound

This paper cites Cogsys: Efficient and scalable neurosymbolic cognition system via algorithm-hardware co-design,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Cogsys: Efficient and scalable neurosymbolic cognition system via algorithm-hardware co-design,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.266150Z

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.

Observation ba521d2b-fc3e-4ecc-ba00-90530960bd6a · outbound

This paper cites High density 8-bit multiplier systolic arrays for fpga,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI High density 8-bit multiplier systolic arrays for fpga,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.252450Z

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.

Observation ad56851f-69ad-4a9c-9ed2-80cf3eab8856 · outbound

This paper cites A systematic methodology for characterizing scalability of dnn accelerators using scale-sim,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI A systematic methodology for characterizing scalability of dnn accelerators using scale-sim,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.238155Z

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.

Observation e0300db2-79a5-45a2-806d-9e9e021b9b8a · outbound

This paper cites Raven: A dataset for relational and analogical visual reasoning,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Raven: A dataset for relational and analogical visual reasoning,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.225116Z

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.

Observation ac6e3276-a8ae-4db3-85cb-1d192ddf0ffc · outbound

This paper cites Stratified rule-aware network for abstract visual reasoning,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Stratified rule-aware network for abstract visual reasoning,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.212875Z

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.

Observation d630ebfe-e20d-4ccf-87b6-2e9eaa424215 · outbound

This paper cites Measuring abstract reasoning in neural networks,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Measuring abstract reasoning in neural networks,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.198591Z

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.

Observation e2e2c044-bbe5-4539-8bed-c069a089e44f · outbound

This paper cites Gamma: Automating the hw mapping of dnn models on accelerators via genetic algorithm,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Gamma: Automating the hw mapping of dnn models on accelerators via genetic algorithm,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.186678Z

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.

Observation 4b27e620-69cf-49c0-8abd-adf284bf6181 · outbound

This paper cites Maestro: A data-centric approach to understand reuse, performance, and hardware cost of dnn mappings,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Maestro: A data-centric approach to understand reuse, performance, and hardware cost of dnn mappings,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T06:00:01.064112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6345d23c-06fd-40bf-b42b-216cb69bf7be · outbound

This paper cites A benchmark for compositional visual reasoning,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI A benchmark for compositional visual reasoning,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.164049Z

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.

Observation 0d0a1f5b-5eca-4be7-8aeb-8f1079c6c337 · outbound

This paper cites Comparing machines and humans on a visual categorization test,.

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Comparing machines and humans on a visual categorization test,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:00:01.151371Z

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.

Pith citing papers

Observation d7e9000c-507f-4039-b289-98eda95fa7f5 · inbound

FILCO: Flexible Composing Architecture with Real-Time Reconfigurability for DNN Acceleration cites this paper.

FILCO: Flexible Composing Architecture with Real-Time Reconfigurability for DNN Acceleration NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:55:58.932977Z

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.

Observation 64db5e3c-0b89-44e1-a697-b2fad1c5a52f · inbound

To Overlay or to Customize? Revisiting Architectural Choices in Heterogeneous Systems cites this paper.

To Overlay or to Customize? Revisiting Architectural Choices in Heterogeneous Systems NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-25T02:30:14.880440Z

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.