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Paper Citation Record · LEDGER

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface

As of 20 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 3 inbound Pith citation observations for arXiv:2504.18430.

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

pith.paper-citation-record.v1
2504.18430 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:20:15.314334Z

measured 53 of 53 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T06:22:15.243154Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T23:39:02.939160Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact0
  • verified fuzzy42
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15838e3d-a00f-4a70-a62f-9d5d0ab270fa · outbound

This paper cites Xilinx first 7nm device: Versal AI Core (VC1902).

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Xilinx first 7nm device: Versal AI Core (VC1902)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:16.071042Z

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=2026-08-16T10:20:15.094305Z digest=sha256:1966541b11a213abfebf6f3d614775f095e24a8b716c64db55edecb4f75f5b0f

Observation b1a8d010-6828-473b-b622-289955ffe767 · outbound

This paper cites https://www.amd.com/en/products/adaptive-socs-and-fpgas/ technologies/ai-engine.html.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://www.amd.com/en/products/adaptive-socs-and-fpgas/ technologies/ai-engine.html

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:16.056343Z

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=2026-08-16T10:20:15.100236Z digest=sha256:1ef4b1f7eef298f334e1ccb7d2d10fa001941c6115fa99fe1ea260e7cce52040

Observation e0c21b3b-60bf-4955-bd7d-11f5f0e7d807 · outbound

This paper cites https://docs.amd.com/r/en-US/ am020-versal-aie-ml/AIE-ML-Trace-and-Profiling.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://docs.amd.com/r/en-US/ am020-versal-aie-ml/AIE-ML-Trace-and-Profiling

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:16.042406Z

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=2026-08-16T10:20:15.105100Z digest=sha256:2146a0a383fdb9b9295ef3a3afaf1350c7fe8f4878cae16a60dc9fdfaee855ab

Observation 9988a293-6b01-4434-b16a-73f035ad6728 · outbound

This paper cites Evalua- tion of Halstead and cyclomatic complexity metrics in measuring defect density.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Evalua- tion of Halstead and cyclomatic complexity metrics in measuring defect density

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:16.028088Z

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=2026-08-16T10:20:15.109796Z digest=sha256:656e23dd9debec596de611791fd4fd16f5ef6a0206620cd92c0f492dc4a90129

Observation 959cd046-f4c9-426a-beda-1400fefff837 · outbound

This paper cites https://www.amd.com/en/developer/ resources/ryzen-ai-software.html.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://www.amd.com/en/developer/ resources/ryzen-ai-software.html

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:16.013865Z

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=2026-08-16T10:20:15.114663Z digest=sha256:4716a9c8c137b4c02e5e24d80e2078b4ce63e2fb503187a91cdf7acd305d0d0b

Observation 2d09801e-67ab-4cd8-b2a2-d4046229022d · outbound

This paper cites https://www.amd.com/en/newsroom/press-releases/ 2024-6-2-amd-unveils-next-gen-zen-5-ryzen-processors-to-p.html, June 2024.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://www.amd.com/en/newsroom/press-releases/ 2024-6-2-amd-unveils-next-gen-zen-5-ryzen-processors-to-p.html, June 2024

Reference 6

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raw_fallback, observed 2026-08-16T10:20:15.998589Z

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=2026-08-16T10:20:15.119408Z digest=sha256:732774652c32a89a194bc5e78e55b76878b7eef0dafb3072303d2f1b433b9f94

Observation 382ca444-19d0-43d2-88f6-84d207e07467 · outbound

This paper cites an unresolved cited work.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:20:15.983554Z

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=2026-08-16T10:20:15.124319Z digest=sha256:fecd096b43abf9b26f2a31145848f6fc7bc200c12acff6bb352ef2b255ddb62b

Observation 44e4b217-86ea-4133-9019-699a0473c09f · outbound

This paper cites Landscape of high-performance Python to develop data science and machine learning applications.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Landscape of high-performance Python to develop data science and machine learning applications

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.969570Z

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=2026-08-16T10:20:15.128649Z digest=sha256:db9a8bbf221d370ff8fde03504d5961edb5a8238f134f6aeb8848b995b4a77c4

Observation bd05cfd6-e9c3-4826-8059-e59ec1278bef · outbound

This paper cites Exploiting the expressiveness of cyclo-static dataflow to model multimedia implementations.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Exploiting the expressiveness of cyclo-static dataflow to model multimedia implementations

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.954279Z

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=2026-08-16T10:20:15.133147Z digest=sha256:1f8b3299acc988fdbf3efcdbade5a60f613723bfe3f13183f41ed8a293969edf

Observation b75e8914-f85d-4856-a749-399300514258 · outbound

This paper cites Parallel computing experiences with CUDA.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Parallel computing experiences with CUDA

Reference 10

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.939017Z

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=2026-08-16T10:20:15.137282Z digest=sha256:a5db44268389310d117d483eb0bfb8e3f71acea50bee16550881b818b11597b9

Observation 3fc0e50d-05cc-4ba7-9444-56dc2c647abb · outbound

This paper cites EX- PRESS: A framework for execution time prediction of concurrent CNNs on Xilinx DPU accelerator.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface EX- PRESS: A framework for execution time prediction of concurrent CNNs on Xilinx DPU accelerator

Reference 11

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raw_fallback, observed 2026-08-16T10:20:15.923464Z

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=2026-08-16T10:20:15.141482Z digest=sha256:a65c4a042f42a9bc1903ca2b486a9d4f31f7d117c6ce1255ee83816176313d7a

Observation 13964d3c-128a-4f7a-bd35-093201e04532 · outbound

This paper cites Applying Halstead software science on different pro- gramming languages for analyzing software complexity.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Applying Halstead software science on different pro- gramming languages for analyzing software complexity

Reference 12

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.908408Z

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=2026-08-16T10:20:15.145584Z digest=sha256:70da8574cb5fcb5c8489fa12048d33cd0a13d5c2ef43cd62bbb60eef0e7ab98d

Observation a4de424d-b9b4-46d6-a9ea-c9b31d4f66e0 · outbound

This paper cites https://radon.readthedocs.io/en/latest/intro.html# halstead-metrics.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://radon.readthedocs.io/en/latest/intro.html# halstead-metrics

Reference 13

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.893753Z

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=2026-08-16T10:20:15.150000Z digest=sha256:a6ee99225004bc61da56c9a7afb345dfa6a29023a88458753e245eeab8d4354d

Observation 8e31a37a-ef26-4d02-a74e-9517de779785 · outbound

This paper cites Software complexity analysis using Halstead metrics.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Software complexity analysis using Halstead metrics

Reference 14

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.876639Z

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=2026-08-16T10:20:15.154391Z digest=sha256:cb036a554605837157e74aae96f3f02e7845674d6e84c0a022865b0707437e81

Observation cd7618a7-3a7a-4064-9327-454e4c0dfbc2 · outbound

This paper cites Harris, K.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Harris, K

Reference 15

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.861031Z

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=2026-08-16T10:20:15.159595Z digest=sha256:07abe191abdf017f83c5971c5a0304a5236dc25b02fcd61ca64383519aeeaf29

Observation 0529c48d-25cc-450a-957e-c20b6fc599e6 · outbound

This paper cites Deep residual learning for image recognition.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Deep residual learning for image recognition

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T10:20:15.163844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:20:15.163844Z digest=sha256:fd489abc74d05287eaac4116e12f9d74394349baf5905fc5c3ffb18e707058f8

Observation 21a7c46c-a962-4d68-baa3-f8f8fa240cf8 · outbound

This paper cites PyCUDA and PyOpenCL: A scripting- based approach to GPU run-time code generation.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface PyCUDA and PyOpenCL: A scripting- based approach to GPU run-time code generation

Reference 17

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.835876Z

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=2026-08-16T10:20:15.168519Z digest=sha256:3b4e0047bdfbb2747e905a61341c3fdd03872eb2a8a51f9b6d917cc46b49a185

Observation 335ebfd5-550f-4459-b5c0-fd76f8f9f75f · outbound

This paper cites HeteroCL: A multi-paradigm pro- gramming infrastructure for software-defined reconfigurable computing.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface HeteroCL: A multi-paradigm pro- gramming infrastructure for software-defined reconfigurable computing

Reference 18

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raw_fallback, observed 2026-08-16T10:20:15.820966Z

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=2026-08-16T10:20:15.173135Z digest=sha256:e9ee2756c64029b11e68b41374be3e33a584f191a46f58c3f918ee88aa0647c8

Observation b7ad6563-bde6-4bed-9c90-aa0346bbf1a9 · outbound

This paper cites Numba: a LLVM- based Python JIT compiler.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Numba: a LLVM- based Python JIT compiler

Reference 19

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raw_fallback, observed 2026-08-16T10:20:15.806258Z

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=2026-08-16T10:20:15.177328Z digest=sha256:5094f59cfcdecd384b805f68d9cf6a58ab0e9c5d7e06db50c12456907c080f5d

Observation a674edb1-8876-4baf-9df0-954fe867e3a4 · outbound

This paper cites Black: The uncompromising Python code formatter.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Black: The uncompromising Python code formatter

Reference 20

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raw_fallback, observed 2026-08-16T10:20:15.790999Z

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=2026-08-16T10:20:15.181521Z digest=sha256:a1aa6be871f21d7c3e22fb5e6143e61027b9b6271db2671254c54bc11e924a91

Observation 0c29c227-0edf-42a1-951e-178925227196 · outbound

This paper cites MLIR: Scaling compiler infrastructure for domain specific computation.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface MLIR: Scaling compiler infrastructure for domain specific computation

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-16T10:20:15.185421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:20:15.185421Z digest=sha256:669de3645f76e19cb71e66c5766071d7ea3da12a96ebc55d580b4f3372455f0c

Observation a2291f11-8e76-4172-8627-681b56e46945 · outbound

This paper cites an unresolved cited work.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Unresolved cited work

Reference 22

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raw_fallback, observed 2026-08-16T10:20:15.766204Z

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=2026-08-16T10:20:15.189888Z digest=sha256:95a70c603d248ed88790d54d94d7301aff64f4c0d723f6d68c4c586d2a56af26

Observation c47752f3-626e-4eb6-a1c8-8e5c259768cd · outbound

This paper cites An End-to-End Programming Model for AI Engine Architectures.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface An End-to-End Programming Model for AI Engine Architectures

Reference 23

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.751531Z

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=2026-08-16T10:20:15.194117Z digest=sha256:f5ffc8d6ccd68f63a2fe2d558c46ff63f9ee92fb020fe02fa03413a91a775314

Observation ec1b57f4-c6c2-4560-b96c-93af7e18b84a · outbound

This paper cites nelli: a lightweight frontend for MLIR, 2023.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface nelli: a lightweight frontend for MLIR, 2023

Reference 24

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.737147Z

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=2026-08-16T10:20:15.198412Z digest=sha256:502188b6236df27bc626f9566d25ea55ca051b42a207f7c359106840f5c13a90

Observation ac8fc349-50d0-4006-b23e-4a0101c72a62 · outbound

This paper cites An end-to-end programming model for AI Engine architectures.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface An end-to-end programming model for AI Engine architectures

Reference 25

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.722631Z

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=2026-08-16T10:20:15.202775Z digest=sha256:72415a511b4c7bef2160b03eb9dc6b2195f61548aa5a17883015fc300d2feca2

Observation a1e832db-e673-4d01-b65a-a3a1895a4157 · outbound

This paper cites mlir-python-extras.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface mlir-python-extras

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.707814Z

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=2026-08-16T10:20:15.207130Z digest=sha256:e1d0c5bd0b27143d82aff35cb5c48105a46ea9932fb26cc15246b5d680e1539f

Observation 61800cba-6341-47d9-8972-23dd8630de9c · outbound

This paper cites A survey of coarse-grained reconfig- urable architecture and design: Taxonomy, challenges, and applications.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface A survey of coarse-grained reconfig- urable architecture and design: Taxonomy, challenges, and applications

Reference 27

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raw_fallback, observed 2026-08-16T10:20:15.693177Z

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=2026-08-16T10:20:15.211526Z digest=sha256:3ea2a46e85237dfb9b87d08c6b4e87e1af9412118c44c17a54ba807ae47471f4

Observation 49340ef0-4abf-43e7-8d15-1bff135629a8 · outbound

This paper cites Levering MLIR to design for AI Engines on Ryzen™ AI.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Levering MLIR to design for AI Engines on Ryzen™ AI

Reference 28

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raw_fallback, observed 2026-08-16T10:20:15.678431Z

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=2026-08-16T10:20:15.216248Z digest=sha256:41495fda120c319642b6d7d1abb1e1e984dba7f1855aa1d5244f39701e5cabcc

Observation b78697ac-908a-4c68-bac1-508085b7d332 · outbound

This paper cites Leveraging the IRON AI Engine API to program the Ryzen™ AI NPU.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Leveraging the IRON AI Engine API to program the Ryzen™ AI NPU

Reference 29

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raw_fallback, observed 2026-08-16T10:20:15.648022Z

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=2026-08-16T10:20:15.225655Z digest=sha256:c5b5db19b52c50107024dd99ab6e6ce66c964180f6adb2bd69362541fd69ef65

Observation 8fc1a21d-240f-4c74-a663-4bd0b0473d7f · outbound

This paper cites Canal: A flexible interconnect generator for coarse-grained reconfigurable arrays.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Canal: A flexible interconnect generator for coarse-grained reconfigurable arrays

Reference 30

Resolution
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raw_fallback, observed 2026-08-16T10:20:15.633356Z

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=2026-08-16T10:20:15.230030Z digest=sha256:5981671e05abf40eb570f44e9967a80a0697541502af83a048cb9d0c51bdfb2c

Observation 1a66a439-87d9-42ec-88ae-b016f9ccb721 · outbound

This paper cites https://github.com/Xilinx/ mlir-aie.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://github.com/Xilinx/ mlir-aie

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.618773Z

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=2026-08-16T10:20:15.234205Z digest=sha256:86c1935812ba3730f1dce800f6778715316222b495701d9f01b029e4cc9c44d8

Observation 19f03e68-7c5f-413f-8e61-7760cb87e777 · outbound

This paper cites https://mlir.llvm.org/docs/Bindings/Python/.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://mlir.llvm.org/docs/Bindings/Python/

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.604186Z

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=2026-08-16T10:20:15.238395Z digest=sha256:8e1ec33574c3ac75c68184ea13a4ce51207f77468c0c35201d957853f5a81589

Observation 5eddb933-56dd-4d80-badd-0b30121633ba · outbound

This paper cites The OpenCL specification.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface The OpenCL specification

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.589456Z

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=2026-08-16T10:20:15.242390Z digest=sha256:4e8104838e264ba58234c2a12855d36537b46ec915477e3690a4a49f534a294d

Observation 9be41058-7c91-4ccc-be16-2ed04af61ee0 · outbound

This paper cites https://www.intel.com/ content/www/us/en/developer/tools/openvino-toolkit/overview.html.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://www.intel.com/ content/www/us/en/developer/tools/openvino-toolkit/overview.html

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.574644Z

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=2026-08-16T10:20:15.246501Z digest=sha256:3667866557858c3ca8e398b483c022177177d2fcf8ccf065f3a3ea13801b9942

Observation 702ebae9-f819-4d2a-b1f4-3893bd8689e7 · outbound

This paper cites Chong, and Matthew Farrens.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Chong, and Matthew Farrens

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.560191Z

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=2026-08-16T10:20:15.250831Z digest=sha256:0a5a7e0dcb08cf6ad2166ba302619f4dd57a5e3517623323a1a0552c92c9d5d0

Observation b97e6dd1-03b1-49d3-913a-944090bed6e9 · outbound

This paper cites https://github.com/Xilinx/llvm-aie.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://github.com/Xilinx/llvm-aie

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.546160Z

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=2026-08-16T10:20:15.254898Z digest=sha256:0b0ce70bf43ae960ae20e0dcb7782ebf96a467ba0200ada8f8e4d3a3ab441c89

Observation 7457c3cb-170f-433a-b55e-c4e23a4c93c2 · outbound

This paper cites https://github.com/roskakori/pygount.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://github.com/roskakori/pygount

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.531839Z

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=2026-08-16T10:20:15.260136Z digest=sha256:02564f9133b603fc154b4d52cf73dd977823f8ee22f803b2e39836c983fca30f

Observation 4aa1017a-f6a1-42e4-9961-fccb30be4acc · outbound

This paper cites https://www.qualcomm.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://www.qualcomm

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.515873Z

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=2026-08-16T10:20:15.264638Z digest=sha256:c542a3954a70a72707d7350be963907c07976a4226408db04eb7eacace2d2298

Observation 0e7056f9-79f6-4341-b5ff-4d6a918061d3 · outbound

This paper cites https://github.com/rubik/radon.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://github.com/rubik/radon

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.501425Z

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=2026-08-16T10:20:15.268845Z digest=sha256:3cc7a734f7e17bb7a164986277114bbe4259c6542020c11887f1cdf7fcc4d651

Observation 58c70f4b-a8f4-473f-98fd-41f78e498624 · outbound

This paper cites The future of fast code: Giving hardware what it wants.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface The future of fast code: Giving hardware what it wants

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.485955Z

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=2026-08-16T10:20:15.273169Z digest=sha256:bad36c3752ba94a0ae9a14c9a5fa2bceb50063e2b3af9cb56784d1cf7a54ec15

Observation b33070f9-dfc7-4640-bb0c-b6d8bda88832 · outbound

This paper cites AMD XDNA™ NPU in Ryzen™ AI processors.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface AMD XDNA™ NPU in Ryzen™ AI processors

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.456467Z

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=2026-08-16T10:20:15.283014Z digest=sha256:ed943f2f6587eb7aab2ff9f47f275f9aaeebbaaba80d7adcf4d9460e4bcafe30

Observation a5b144ce-119d-47d5-aecb-cd86673e4056 · outbound

This paper cites an unresolved cited work.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:20:15.471537Z

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=2026-08-16T10:20:15.278525Z digest=sha256:3b8436ecace9bbc56d7db33f8bbb9e6a7db9f83eef0ebbdf0308aab14cd7838d

Observation 58c63c7f-f808-4163-aa7d-a87edd07b373 · outbound

This paper cites Boosting per- formance optimization with interactive data movement visualization.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Boosting per- formance optimization with interactive data movement visualization

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.424270Z

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=2026-08-16T10:20:15.291638Z digest=sha256:098cab5cf2b3f559a952c90f2fd5608d989127e0123b7b9aa7e4c04dbfb79d96

Observation 3ec7f8bd-e3da-49a8-b8e8-a30192434aaa · outbound

This paper cites https://mlir.llvm.org/docs/Dialects/SCFDialect/.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://mlir.llvm.org/docs/Dialects/SCFDialect/

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.440179Z

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=2026-08-16T10:20:15.287224Z digest=sha256:5c6ea8106e2d15eb905b486943ed66da94f9aff214fada98335649d9cc64e602

Observation 017a4028-9805-4d07-8a40-be2833b39cc9 · outbound

This paper cites https://github.com/llvm/torch-mlir.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://github.com/llvm/torch-mlir

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.393629Z

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=2026-08-16T10:20:15.300705Z digest=sha256:af6aa3975309512254144df5ce176e72cfc0f0e7d29a4be30acf1dc1f8c74943

Observation 9206864e-c768-476f-a344-ab3a6f5d5d2d · outbound

This paper cites an unresolved cited work.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:20:15.409391Z

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=2026-08-16T10:20:15.296285Z digest=sha256:68b12c5ae12f6b91f90824e6709ec7ed1bea8ded2f4c0418c9d2fd67520f402e

Observation afadd82e-f642-4afe-a34a-6e41ecd02750 · outbound

This paper cites https://xilinx.github.io/XRT/2024.2/ html/index.html.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface https://xilinx.github.io/XRT/2024.2/ html/index.html

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.352465Z

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=2026-08-16T10:20:15.314334Z digest=sha256:8afc8fd982ba0a11860a6a682f8bf3f7769676d24714307eec6d461c889ebd94

Observation d408de45-2900-4e0a-9d77-001179847184 · outbound

This paper cites Bandwidth-aware loop tiling for DMA-supported scratchpad memory.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Bandwidth-aware loop tiling for DMA-supported scratchpad memory

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:20:15.378661Z

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=2026-08-16T10:20:15.305049Z digest=sha256:c85aa199d9450ad064af1b1d3e971569c898cea149292df3ee0f9040116b7241

Observation 1a282e86-ebba-49ee-9198-183c9200a603 · outbound

This paper cites an unresolved cited work.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Unresolved cited work

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-16T10:20:15.309471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:20:15.309471Z digest=sha256:a09fae745287bbc366a89e1f7799b8cda283a951c382ccf1b858aeeb749e1bed

Observation 2a33f840-8474-4ad6-b8a1-7c2952870d24 · outbound

This paper cites an unresolved cited work.

Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:20:15.663420Z

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=2026-08-16T10:20:15.220909Z digest=sha256:0e3eb610ef68c7928130326334dabce7d6a6fbc20829a693753ded2219dab9c1

Pith citing papers

Observation 5f7df773-5cbe-4be7-8c77-1d4e1ee40995 · inbound

TileFuse: A Fused Mixed-Precision Kernel Library for Efficient Quantized LLM Inference on AMD NPUs cites this paper.

TileFuse: A Fused Mixed-Precision Kernel Library for Efficient Quantized LLM Inference on AMD NPUs Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-07-03T07:57:44.956059Z

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=2026-06-27T11:26:56.230283Z digest=sha256:e565505b3c169701aaeb43173829f8258bbb2352d31afa37c42d471e873cdb1a

Observation f04a692f-848a-498f-826f-ac666408d21f · inbound

TileFuse: A Fused Mixed-Precision Kernel Library for Efficient Quantized LLM Inference on AMD NPUs cites this paper.

TileFuse: A Fused Mixed-Precision Kernel Library for Efficient Quantized LLM Inference on AMD NPUs Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-07-03T23:39:02.942702Z

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=2026-07-03T23:37:25.391853Z digest=sha256:5edb2c3e956b960c2cdb67c3ee9b870f9ec714d2122a00e365ccd211c6659b2f

Observation 45d1e573-ccd8-4fd5-99a0-5a922473c941 · inbound

HeteroMosaic: Exposing and Exploiting Heterogeneous Execution Opportunities for Energy-Efficient Edge LLM Inference cites this paper.

HeteroMosaic: Exposing and Exploiting Heterogeneous Execution Opportunities for Energy-Efficient Edge LLM Inference Efficiency, Expressivity, and Extensibility in a Close-to-Metal NPU Programming Interface

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T06:22:15.243154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:22:15.243154Z digest=sha256:16d64a0599fd792186fe322caca43ae63cd374db0c9239e3e2158727e108c7a7