# Circuit property regression on High-level Synthesis (test) Source: [Circuit property regression on High-level Synthesis (test)]() Collection index: [llms.txt]() Data updated: 2026-03-16T08:18:56.238Z Evaluation of model performance on circuit property regression tasks, specifically measuring DSP (MSE) and LUT (MSE) metrics, using the test split of the High-level Synthesis dataset. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Circuit property regression | | Dataset (including any stated split) | High-level Synthesis (test) | | Metric | DSP MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 32 of 32 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [DSP MSE](): Lower is better; unit: SCALAR. - [LUT MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | DSP MSE | Result date | Report paper | | --- | --- | --- | --- | | Maglap-Multi-q | 2.207 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 2.212 | Not recorded | 68fa75191e209131cea65c40 | | None | 2.232 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 2.256 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 2.256 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 2.267 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 2.304 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 2.344 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 2.569 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 2.582 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 2.614 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 2.616 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 2.616 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 2.657 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 2.662 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 2.665 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 2.665 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 2.666 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 2.673 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 2.687 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 2.713 | Not recorded | 68fa75191e209131cea65c40 | | None | 2.724 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 2.741 | Not recorded | 68fa75191e209131cea65c40 | | None | 2.827 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 3.076 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 3.087 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 3.101 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 3.103 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 3.121 | Not recorded | 68fa75191e209131cea65c40 | | None | 3.154 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 3.167 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 3.206 | Not recorded | 68fa75191e209131cea65c40 | ### Maglap-Multi-q DSP MSE: 2.207. Result ID: 69b7bbcc47f34ce9249f49c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-Multi-q DSP MSE: 2.212. Result ID: 69b7bbcc47f34ce9249f49c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### None DSP MSE: 2.232. Result ID: 69b7bbcc47f34ce9249f49bd. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"N/A"}. This record does not assert independent reproduction. ### Lap DSP MSE: 2.256. Result ID: 69b7bbcc47f34ce9249f49be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-1q (best q) DSP MSE: 2.256. Result ID: 69b7bbcc47f34ce9249f49c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap DSP MSE: 2.267. Result ID: 69b7bbcc47f34ce9249f49bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 2.304. Result ID: 69b7bbcc47f34ce9249f49c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 2.344. Result ID: 69b7bbcc47f34ce9249f49c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap DSP MSE: 2.569. Result ID: 69b7bbcc47f34ce9249f49ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-Multi-q DSP MSE: 2.582. Result ID: 69b7bbcc47f34ce9249f49bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (best q) DSP MSE: 2.614. Result ID: 69b7bbcc47f34ce9249f49ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 2.616. Result ID: 69b7bbcc47f34ce9249f49d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-Multi-q DSP MSE: 2.616. Result ID: 69b7bbcc47f34ce9249f49d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (best q) DSP MSE: 2.657. Result ID: 69b7bbcc47f34ce9249f49d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap DSP MSE: 2.662. Result ID: 69b7bbcc47f34ce9249f49b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap DSP MSE: 2.665. Result ID: 69b7bbcc47f34ce9249f49b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-Multi-q DSP MSE: 2.665. Result ID: 69b7bbcc47f34ce9249f49bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 2.666. Result ID: 69b7bbcc47f34ce9249f49b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 2.673. Result ID: 69b7bbcc47f34ce9249f49b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 2.687. Result ID: 69b7bbcc47f34ce9249f49d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap DSP MSE: 2.713. Result ID: 69b7bbcc47f34ce9249f49cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### None DSP MSE: 2.724. Result ID: 69b7bbcc47f34ce9249f49cd. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"N/A"}. This record does not assert independent reproduction. ### Maglap-Multi-q DSP MSE: 2.741. Result ID: 69b7bbcc47f34ce9249f49d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### None DSP MSE: 2.827. Result ID: 69b7bbcc47f34ce9249f49b5. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"N/A"}. This record does not assert independent reproduction. ### Maglap-Multi-q DSP MSE: 3.076. Result ID: 69b7bbcc47f34ce9249f49cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 3.087. Result ID: 69b7bbcc47f34ce9249f49c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-1q (best q) DSP MSE: 3.101. Result ID: 69b7bbcc47f34ce9249f49ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap DSP MSE: 3.103. Result ID: 69b7bbcc47f34ce9249f49c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-Multi-q DSP MSE: 3.121. Result ID: 69b7bbcc47f34ce9249f49cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### None DSP MSE: 3.154. Result ID: 69b7bbcc47f34ce9249f49c5. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"N/A"}. This record does not assert independent reproduction. ### Lap DSP MSE: 3.167. Result ID: 69b7bbcc47f34ce9249f49c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) DSP MSE: 3.206. Result ID: 69b7bbcc47f34ce9249f49c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.