# Generalized Eigensolver on Thermal Diffusion N=50000 (test) Source: [Generalized Eigensolver on Thermal Diffusion N=50000 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:25:38.070Z Evaluation of Generalized Eigensolver performance on the Thermal Diffusion dataset configuration with N=50000, specifically on the test split, measured by End-to-End Speedup and CI Solver Time Speedup. 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 | Generalized Eigensolver | | Dataset (including any stated split) | Thermal Diffusion N=50000 (test) | | Metric | End-to-End Speedup | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [End-to-End Speedup](): Higher is better; unit: SCALAR. - [CI Solver Time Speedup](): Higher is better; unit: SCALAR. ## Recorded results | Method | End-to-End Speedup | Result date | Report paper | | --- | --- | --- | --- | | Deepcontour | 3.53 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 3.25 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 3.2 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.85 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.79 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.79 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.62 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.57 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.56 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.46 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.45 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.43 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.3 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.29 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 2.21 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.92 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.8 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.77 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.76 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.72 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.72 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.71 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.62 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.62 | Not recorded | 690ad9e05fbd540384004528 | | Deepcontour | 1.61 | Not recorded | 690ad9e05fbd540384004528 | ### Deepcontour End-to-End Speedup: 3.53. Result ID: 6a2a70adfbc373592c277ee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-4","Baseline Comparison":"Arnoldi","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 3.25. Result ID: 6a2a70adfbc373592c277ede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-2","Baseline Comparison":"Arnoldi","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 3.2. Result ID: 6a2a70adfbc373592c277eed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-10","Baseline Comparison":"Arnoldi","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.85. Result ID: 6a2a70adfbc373592c277edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-2","Baseline Comparison":"GD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.79. Result ID: 6a2a70adfbc373592c277ee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-2","Baseline Comparison":"JD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.79. Result ID: 6a2a70adfbc373592c277ef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-12","Baseline Comparison":"Arnoldi","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.62. Result ID: 6a2a70adfbc373592c277ee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-7","Baseline Comparison":"Arnoldi","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.57. Result ID: 6a2a70adfbc373592c277ee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-4","Baseline Comparison":"GD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.56. Result ID: 6a2a70adfbc373592c277ee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-4","Baseline Comparison":"JD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.46. Result ID: 6a2a70adfbc373592c277eee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-10","Baseline Comparison":"GD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.45. Result ID: 6a2a70adfbc373592c277eef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-10","Baseline Comparison":"JD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.43. Result ID: 6a2a70adfbc373592c277ef3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-12","Baseline Comparison":"GD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.3. Result ID: 6a2a70adfbc373592c277ee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-7","Baseline Comparison":"GD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.29. Result ID: 6a2a70adfbc373592c277eea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-7","Baseline Comparison":"JD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 2.21. Result ID: 6a2a70adfbc373592c277ef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-12","Baseline Comparison":"JD","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.92. Result ID: 6a2a70adfbc373592c277ee6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-4","Baseline Comparison":"Lanczos","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.8. Result ID: 6a2a70adfbc373592c277ef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-12","Baseline Comparison":"Lanczos","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.77. Result ID: 6a2a70adfbc373592c277ee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-2","Baseline Comparison":"Lanczos","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.76. Result ID: 6a2a70adfbc373592c277ee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-2","Baseline Comparison":"KrylovSchur","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.72. Result ID: 6a2a70adfbc373592c277eeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-7","Baseline Comparison":"Lanczos","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.72. Result ID: 6a2a70adfbc373592c277ef6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-12","Baseline Comparison":"KrylovSchur","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.71. Result ID: 6a2a70adfbc373592c277eec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-7","Baseline Comparison":"KrylovSchur","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.62. Result ID: 6a2a70adfbc373592c277ee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-4","Baseline Comparison":"KrylovSchur","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.62. Result ID: 6a2a70adfbc373592c277ef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-10","Baseline Comparison":"Lanczos","CI Solver":"FEAST"}. This record does not assert independent reproduction. ### Deepcontour End-to-End Speedup: 1.61. Result ID: 6a2a70adfbc373592c277ef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tolerance":"1e-10","Baseline Comparison":"KrylovSchur","CI Solver":"FEAST"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.