Paper Citation Record · LEDGER

LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2504.21187.

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

pith.paper-citation-record.v1
2504.21187 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:20:55.528840Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation ebf9db77-c891-490c-9503-24e0545ee33a · inbound

iDSE: Navigating Design Space Exploration in High-Level Synthesis Using LLMs cites this paper.

iDSE: Navigating Design Space Exploration in High-Level Synthesis Using LLMs LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T13:20:55.528840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51290fc8-cdb7-4bb9-b7ef-61160c1b1642 · inbound

TimelyHLS: LLM-Based Timing-Aware and Architecture-Specific FPGA HLS Optimization cites this paper.

TimelyHLS: LLM-Based Timing-Aware and Architecture-Specific FPGA HLS Optimization LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:04.912192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 451d82af-0267-4929-a213-febd7f9e8626 · inbound

Agent Factories for High Level Synthesis: How Far Can General-Purpose Coding Agents Go in Hardware Optimization? cites this paper.

Agent Factories for High Level Synthesis: How Far Can General-Purpose Coding Agents Go in Hardware Optimization? LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-15T00:28:23.464866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c3900a58-6ff6-46ad-bb66-5c4f58521992 · inbound

A3D: Agentic AI flow for autonomous Accelerator Design cites this paper.

A3D: Agentic AI flow for autonomous Accelerator Design LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:23:08.498716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ae649f1e-d74e-4c34-a107-a235a570b9ce · inbound

MailoHLS: Multi-Adapter Structure-Aware Learning for Pareto-Driven HLS Pragma Optimization cites this paper.

MailoHLS: Multi-Adapter Structure-Aware Learning for Pareto-Driven HLS Pragma Optimization LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-06-27T20:31:13.676381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d47ebd99-4a4a-4f04-a67e-671cd428229b · inbound

Evidence-Driven LLM Agent for C-to-Synthesizable-C Conversion and Verification cites this paper.

Evidence-Driven LLM Agent for C-to-Synthesizable-C Conversion and Verification LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-06-30T03:24:12.832764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.