# Circuit property regression on Open Circuit Benchmark (test) Source: [Circuit property regression on Open Circuit Benchmark (test)]() Collection index: [llms.txt]() Data updated: 2026-03-16T08:18:56.197Z Evaluation of models performing circuit property regression on the test split of the Open Circuit Benchmark dataset, measured using RMSE metrics for Gain, Bandwidth (BW), and Phase Margin (PM). 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) | Open Circuit Benchmark (test) | | Metric | Gain (RMSE) | | 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 - [Gain (RMSE)](): Lower is better; unit: SCALAR. - [BW (RMSE)](): Lower is better; unit: SCALAR. - [PM (RMSE)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Gain (RMSE) | Result date | Report paper | | --- | --- | --- | --- | | Maglap-Multi-q | 0.35 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 0.359 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 0.36 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 0.361 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.364 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.366 | Not recorded | 68fa75191e209131cea65c40 | | None | 0.368 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.368 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 0.368 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.368 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 0.371 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.375 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 0.381 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.382 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.382 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 0.383 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.384 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.384 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.384 | Not recorded | 68fa75191e209131cea65c40 | | None | 0.386 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.388 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 0.389 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.391 | Not recorded | 68fa75191e209131cea65c40 | | None | 0.392 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (best q) | 0.398 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.405 | Not recorded | 68fa75191e209131cea65c40 | | None | 0.416 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.416 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 0.42 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-Multi-q | 0.421 | Not recorded | 68fa75191e209131cea65c40 | | Maglap-1q (q=0.01) | 0.426 | Not recorded | 68fa75191e209131cea65c40 | | Lap | 0.43 | Not recorded | 68fa75191e209131cea65c40 | ### Maglap-Multi-q Gain (RMSE): 0.35. Result ID: 69b7bbcc47f34ce9249f49ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-Multi-q Gain (RMSE): 0.359. Result ID: 69b7bbcc47f34ce9249f49b4. [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) Gain (RMSE): 0.36. Result ID: 69b7bbcc47f34ce9249f49b2. [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) Gain (RMSE): 0.361. Result ID: 69b7bbcc47f34ce9249f49aa. [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) Gain (RMSE): 0.364. Result ID: 69b7bbcc47f34ce9249f49b1. [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 (q=0.01) Gain (RMSE): 0.366. Result ID: 69b7bbcc47f34ce9249f49a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### None Gain (RMSE): 0.368. Result ID: 69b7bbcc47f34ce9249f49a5. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"N/A"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.368. Result ID: 69b7bbcc47f34ce9249f49a6. [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 Gain (RMSE): 0.368. Result ID: 69b7bbcc47f34ce9249f49ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (undirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.368. Result ID: 69b7bbcc47f34ce9249f49af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-Multi-q Gain (RMSE): 0.371. Result ID: 69b7bbcc47f34ce9249f49a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.375. Result ID: 69b7bbcc47f34ce9249f49a7. [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-Multi-q Gain (RMSE): 0.381. Result ID: 69b7bbcc47f34ce9249f49a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.382. Result ID: 69b7bbcc47f34ce9249f499e. [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 (q=0.01) Gain (RMSE): 0.382. Result ID: 69b7bbcc47f34ce9249f49a8. [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) Gain (RMSE): 0.383. Result ID: 69b7bbcc47f34ce9249f49a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) Gain (RMSE): 0.384. Result ID: 69b7bbcc47f34ce9249f49a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.384. Result ID: 69b7bbcc47f34ce9249f49ae. [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-1q (q=0.01) Gain (RMSE): 0.384. Result ID: 69b7bbcc47f34ce9249f49b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"SignNet"}. This record does not assert independent reproduction. ### None Gain (RMSE): 0.386. Result ID: 69b7bbcc47f34ce9249f499d. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"N/A"}. This record does not assert independent reproduction. ### Maglap-1q (q=0.01) Gain (RMSE): 0.388. Result ID: 69b7bbcc47f34ce9249f49a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Maglap-Multi-q Gain (RMSE): 0.389. Result ID: 69b7bbcc47f34ce9249f499c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.391. Result ID: 69b7bbcc47f34ce9249f499f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Bidirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### None Gain (RMSE): 0.392. Result ID: 69b7bbcc47f34ce9249f49ad. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"SAT (bidirected-GIN)","PE processing":"N/A"}. This record does not assert independent reproduction. ### Maglap-1q (best q) Gain (RMSE): 0.398. Result ID: 69b7bbcc47f34ce9249f499a. [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) Gain (RMSE): 0.405. Result ID: 69b7bbcc47f34ce9249f4999. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### None Gain (RMSE): 0.416. Result ID: 69b7bbcc47f34ce9249f4995. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"N/A"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.416. Result ID: 69b7bbcc47f34ce9249f4997. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SPE"}. This record does not assert independent reproduction. ### Maglap-Multi-q Gain (RMSE): 0.42. Result ID: 69b7bbcc47f34ce9249f49b3. [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 Gain (RMSE): 0.421. Result ID: 69b7bbcc47f34ce9249f499b. [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) Gain (RMSE): 0.426. Result ID: 69b7bbcc47f34ce9249f4998. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SignNet"}. This record does not assert independent reproduction. ### Lap Gain (RMSE): 0.43. Result ID: 69b7bbcc47f34ce9249f4996. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Undirected-GIN","PE processing":"SignNet"}. 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