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Paper Citation Record · LEDGER

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis

As of 10 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 2 inbound Pith citation observations for arXiv:2507.03255.

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

pith.paper-citation-record.v1
2507.03255 v3

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:20:50.714188Z

measured 18 of 18 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-14T20:31:33.331498Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T20:32:57.115573Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact1
  • verified fuzzy11
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 256213db-0f2a-4158-b5a4-48487c7d14d8 · outbound

This paper cites Automatic Hardware Pragma Insertion in High-Level Synthesis: A Non-Linear Programming Approach.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis Automatic Hardware Pragma Insertion in High-Level Synthesis: A Non-Linear Programming Approach

Reference 8

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T20:20:51.280044Z

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.

source=pdf_text observed=2026-08-06T20:20:49.976644Z digest=sha256:9b88b25f34fc74211cc929f3af1ffd88152273e7d1e0e8f9c777da578f14bfae

Observation cb7773af-9b67-4b99-ac6b-70f7984d3bec · outbound

This paper cites A Unified Framework for Automated Code Transformation and Pragma Insertion.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis A Unified Framework for Automated Code Transformation and Pragma Insertion

Reference 9

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T20:20:51.099532Z

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.

source=pdf_text observed=2026-08-06T20:20:50.088258Z digest=sha256:1e426825ce32a48160e67bf578d8aa548d7e00c37bad3ee5ce24a6e500c2bf03

Observation 51c891a9-9a08-43f9-93eb-12a61566c5aa · outbound

This paper cites AutoDSE: Enabling Software Programmers to Design Efficient FPGA Accelerators.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis AutoDSE: Enabling Software Programmers to Design Efficient FPGA Accelerators

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:20:50.896535Z

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.

source=pdf_text observed=2026-08-06T20:20:50.351227Z digest=sha256:7f2a5cb822907d12fdb1b47843e851aec557bae7a52bb6ed9680a52c38e33053

Observation c6f70d58-47bf-496e-b714-819c0f1f6f4c · outbound

This paper cites In 2023 IEEE 34th International Con- ference on ASAP, 197–204.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In 2023 IEEE 34th International Con- ference on ASAP, 197–204

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:52.218898Z

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.

source=pdf_text observed=2026-08-06T20:20:50.438114Z digest=sha256:d72b0613abe21f295b7325c6d44a501f7b0132d02f7b30060de7bb87e7031ecc

Observation 02581102-ccc8-49b6-be0f-952dfae11c7d · outbound

This paper cites In Proceedings of the 2021 on Great Lakes Symposium on VLSI, 39–44.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In Proceedings of the 2021 on Great Lakes Symposium on VLSI, 39–44

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:51.902453Z

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.

source=pdf_text observed=2026-08-06T20:20:50.537592Z digest=sha256:aea6812940ba0464ab1d762fd0922c6a9c1cbb631987c5ae377c317383e1438c

Observation 78628c01-2859-4bf0-8437-0a41e18956b0 · outbound

This paper cites This includes loop trip counts, loop locations, array sizes and dimensions, array definition locations, and the identification and location of the top function.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis This includes loop trip counts, loop locations, array sizes and dimensions, array definition locations, and the identification and location of the top function

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:51.447001Z

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.

source=pdf_text observed=2026-08-06T20:20:50.714188Z digest=sha256:8211c855786256969fa28898c8cc40dda9d08cea19f41fd4e31829319622c136

Observation 885aaed2-f335-48d4-9e9a-0ab6ad79a328 · outbound

This paper cites In 2008 IEEE International Symposium on Circuits and Systems (ISCAS) , 1192–1195.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In 2008 IEEE International Symposium on Circuits and Systems (ISCAS) , 1192–1195

Reference 2008

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:53.319326Z

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.

source=pdf_text observed=2026-08-06T20:20:49.491325Z digest=sha256:9af944a33ba614a04c3aa4bffe023204bf04c4984ab4f73d2abfcdb72f52dd4c

Observation 438d69e0-5dd1-48e5-92a3-b8b426818c29 · outbound

This paper cites In 2009 International Symposium on VLSI Design, Automation and Test, 106–109.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In 2009 International Symposium on VLSI Design, Automation and Test, 106–109

Reference 2009

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:52.455305Z

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.

source=pdf_text observed=2026-08-06T20:20:50.262615Z digest=sha256:320be1cd80c64f81a786aec2722d764fc896cd7bac3ab65eeaada091b860dc58

Observation 2ee881f9-4edb-4a7a-b987-36c7cee9d86b · outbound

This paper cites In 2014 IEEE IISWC , 110–119.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In 2014 IEEE IISWC , 110–119

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:52.649925Z

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.

source=pdf_text observed=2026-08-06T20:20:50.164826Z digest=sha256:94ce44df5f6015d4583e06b297d6debee0cb2a76db5de89f033e5f53664058ce

Observation 60b93739-a54e-4551-96f5-7ccd6ce1f749 · outbound

This paper cites https://sourceforge.net/projects/polybench/files/polybench- c-4.2/.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis https://sourceforge.net/projects/polybench/files/polybench- c-4.2/

Reference 2016

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:52.834839Z

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.

source=pdf_text observed=2026-08-06T20:20:49.903936Z digest=sha256:01c41253620545ede899fc782bd6493e527d0833749297dcc25bf304c2db3954

Observation aa6cc1c1-a925-46e7-8f0a-8bd3b258e18c · outbound

This paper cites In Proceed- ings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 269–278.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In Proceed- ings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 269–278

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:51.636916Z

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.

source=pdf_text observed=2026-08-06T20:20:50.617234Z digest=sha256:528984b0c03e7f65eac37cdc816c6bcbd1845a5659e537fe7ec43b7a622ca521

Observation a2d8846d-0f6e-4b7a-b263-3b6e3bf8ac98 · outbound

This paper cites In 2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 574–580.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In 2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 574–580

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:52.971814Z

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.

source=pdf_text observed=2026-08-06T20:20:49.809419Z digest=sha256:3d633162794a0b222bf383dc37ec6591dc3be2f444970650a64acde80479634b

Observation e8368e48-cf7d-4ddd-8349-8cfb57927445 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis LoRA: Low-Rank Adaptation of Large Language Models

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-06T20:20:49.574063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:20:49.574063Z digest=sha256:313118f6f15d79abc297674fd8cffcd81d3add83eae26120924a46de63a2e4a5

Observation 6cee8d28-7d05-4c33-aea0-2b51930c3b1e · outbound

This paper cites In 2023 ICFPT, 106–114.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In 2023 ICFPT, 106–114

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:53.119216Z

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.

source=pdf_text observed=2026-08-06T20:20:49.653839Z digest=sha256:09ab600cb123ab9463e61a091e5f8ba2898a8d724871be069c8629cc38cb187c

Observation 657e4ad6-d83f-4aa0-9947-22d08b983e47 · outbound

This paper cites In Pro- ceedings of the 2024 ACM/IEEE International Symposium on Machine Learning for CAD, 1–9.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis In Pro- ceedings of the 2024 ACM/IEEE International Symposium on Machine Learning for CAD, 1–9

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:20:53.477238Z

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.

source=pdf_text observed=2026-08-06T20:20:49.437683Z digest=sha256:33949081a6f6169f2e5a7d03860eeee746083b343e5926769394cd4a5b35c047

Observation abaa25e4-f324-454a-8480-27129f802f38 · outbound

This paper cites DeepCircuitX: A Comprehensive Repository-Level Dataset for RTL Code Understanding, Generation, and PPA Analysis.

ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis DeepCircuitX: A Comprehensive Repository-Level Dataset for RTL Code Understanding, Generation, and PPA Analysis

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T20:20:49.741328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:20:49.741328Z digest=sha256:46241f25cb781a807569ee882336ca554f8afc26928cf4be2e71ef318140436b

Pith citing papers

Observation 35b68304-6887-4ffa-a358-f921a8f35fed · inbound

DiffHLS: Differential Learning for High-Level Synthesis QoR Prediction with GNNs and LLM Code Embeddings cites this paper.

DiffHLS: Differential Learning for High-Level Synthesis QoR Prediction with GNNs and LLM Code Embeddings ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T05:46:12.697187Z

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.

source=pdf_text observed=2026-05-10T17:57:15.908346Z digest=sha256:8a22d48c2f777bc09ba798c13b11ee9f511bfc4a707fc6ec707df5131e9c6b47

Observation 8e123997-7abc-4f87-b3db-d5c271582fcf · inbound

HLS-Seek: QoR-Aware Code Generation for High-Level Synthesis via Proxy Comparative Reward Reinforcement Learning cites this paper.

HLS-Seek: QoR-Aware Code Generation for High-Level Synthesis via Proxy Comparative Reward Reinforcement Learning ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-14T20:32:57.118722Z

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.

source=pdf_text observed=2026-05-14T20:31:33.331498Z digest=sha256:1c6231c54bc3523c8fa3cf99b7ec1a82ac70ce094581129b2ee5dfb48ccdde6c