# Constrained Optimization (Linear Constraints) on Optimization 1 TE1 out-of-distribution (test) Source: [Constrained Optimization (Linear Constraints) on Optimization 1 TE1 out-of-distribution (test)]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:36:52.139Z Evaluation of optimization algorithms on the test split of the Optimization 1 TE1 out-of-distribution dataset, specifically assessing performance under linear constraints, focusing on normalized loss, constraint violation rates, and inference time. 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 | Constrained Optimization (Linear Constraints) | | Dataset (including any stated split) | Optimization 1 TE1 out-of-distribution (test) | | Metric | Normalized Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 19 of 19 | | 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 - [Normalized Loss](): Lower is better; unit: SCALAR. - [Violation Rate](): Lower is better; unit: SCALAR. - [Inference Time (µs)](): Lower is better; unit: TIME. ## Recorded results | Method | Normalized Loss | Result date | Report paper | | --- | --- | --- | --- | | UU | 0.0013 | Not recorded | 68fa70061e209131cea48ab5 | | DC3 | 0.9968 | Not recorded | 68fa70061e209131cea48ab5 | | Gurobi | 1 | Not recorded | 68fa70061e209131cea48ab5 | | Bar | 1.007 | Not recorded | 68fa70061e209131cea48ab5 | | RAYEN | 1.0076 | Not recorded | 68fa70061e209131cea48ab5 | | UU | 1.022 | Not recorded | 68fa70061e209131cea48ab5 | | UP | 1.0384 | Not recorded | 68fa70061e209131cea48ab5 | | UP | 1.07 | Not recorded | 68fa70061e209131cea48ab5 | | DC3 | 1.078 | Not recorded | 68fa70061e209131cea48ab5 | | UP | 1.0882 | Not recorded | 68fa70061e209131cea48ab5 | | DC3 | 1.1237 | Not recorded | 68fa70061e209131cea48ab5 | | DC3 | 1.1979 | Not recorded | 68fa70061e209131cea48ab5 | | UU | 1.2263 | Not recorded | 68fa70061e209131cea48ab5 | | UP | 1.2436 | Not recorded | 68fa70061e209131cea48ab5 | | UP | 1.4119 | Not recorded | 68fa70061e209131cea48ab5 | | UU | 1.4767 | Not recorded | 68fa70061e209131cea48ab5 | | UU | 1.8362 | Not recorded | 68fa70061e209131cea48ab5 | | PP | 4.5885 | Not recorded | 68fa70061e209131cea48ab5 | | DC3 | 61.1547 | Not recorded | 68fa70061e209131cea48ab5 | ### UU Normalized Loss: 0.0013. Result ID: 69e7532e47f34ce924ce5063. [Reporting paper]() Recorded evaluation configuration: {"omega":"0","Num. of params":"9872"}. This record does not assert independent reproduction. ### DC3 Normalized Loss: 0.9968. Result ID: 69e7532e47f34ce924ce506f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"10","Num. of params":"9482"}. This record does not assert independent reproduction. ### Gurobi Normalized Loss: 1. Result ID: 69e7532e47f34ce924ce5075. [Reporting paper]() Recorded evaluation configuration: {"Num. of params":"-"}. This record does not assert independent reproduction. ### Bar Normalized Loss: 1.007. Result ID: 69e7532e47f34ce924ce5073. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Num. of params":"1869847"}. This record does not assert independent reproduction. ### RAYEN Normalized Loss: 1.0076. Result ID: 69e7532e47f34ce924ce5074. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Num. of params":"9482"}. This record does not assert independent reproduction. ### UU Normalized Loss: 1.022. Result ID: 69e7532e47f34ce924ce5065. [Reporting paper]() Recorded evaluation configuration: {"omega":"100","Num. of params":"9872"}. This record does not assert independent reproduction. ### UP Normalized Loss: 1.0384. Result ID: 69e7532e47f34ce924ce5069. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"10","Num. of params":"9482"}. This record does not assert independent reproduction. ### UP Normalized Loss: 1.07. Result ID: 69e7532e47f34ce924ce5068. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"0","Num. of params":"9482"}. This record does not assert independent reproduction. ### DC3 Normalized Loss: 1.078. Result ID: 69e7532e47f34ce924ce5071. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"1000","Num. of params":"9482"}. This record does not assert independent reproduction. ### UP Normalized Loss: 1.0882. Result ID: 69e7532e47f34ce924ce506b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"1000","Num. of params":"9482"}. This record does not assert independent reproduction. ### DC3 Normalized Loss: 1.1237. Result ID: 69e7532e47f34ce924ce5072. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"5000","Num. of params":"9482"}. This record does not assert independent reproduction. ### DC3 Normalized Loss: 1.1979. Result ID: 69e7532e47f34ce924ce5070. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"100","Num. of params":"9482"}. This record does not assert independent reproduction. ### UU Normalized Loss: 1.2263. Result ID: 69e7532e47f34ce924ce5066. [Reporting paper]() Recorded evaluation configuration: {"omega":"1000","Num. of params":"9872"}. This record does not assert independent reproduction. ### UP Normalized Loss: 1.2436. Result ID: 69e7532e47f34ce924ce506c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"5000","Num. of params":"9482"}. This record does not assert independent reproduction. ### UP Normalized Loss: 1.4119. Result ID: 69e7532e47f34ce924ce506a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"100","Num. of params":"9482"}. This record does not assert independent reproduction. ### UU Normalized Loss: 1.4767. Result ID: 69e7532e47f34ce924ce5067. [Reporting paper]() Recorded evaluation configuration: {"omega":"5000","Num. of params":"9872"}. This record does not assert independent reproduction. ### UU Normalized Loss: 1.8362. Result ID: 69e7532e47f34ce924ce5064. [Reporting paper]() Recorded evaluation configuration: {"omega":"10","Num. of params":"9872"}. This record does not assert independent reproduction. ### PP Normalized Loss: 4.5885. Result ID: 69e7532e47f34ce924ce506d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Num. of params":"9482"}. This record does not assert independent reproduction. ### DC3 Normalized Loss: 61.1547. Result ID: 69e7532e47f34ce924ce506e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"omega":"0","Num. of params":"9482"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.