# TITAN

Source: [TITAN](<https://www.sota2.com/research/dataset/titan>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

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.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [Classification on Titanic (accuracy)](<https://www.sota2.com/research/sota/classification-on-titanic-accuracy.md>): Classification; Titanic.

- [Regression on Titanic](<https://www.sota2.com/research/sota/regression-on-titanic.md>): Regression; Titanic.

- [Classification on Titanic](<https://www.sota2.com/research/sota/classification-on-titanic.md>): Classification; Titanic.

- [Counterfactual Explanations on titanic](<https://www.sota2.com/research/sota/counterfactual-explanations-on-titanic.md>): Counterfactual Explanations; titanic.

- [Classification on Titanic (val)](<https://www.sota2.com/research/sota/classification-on-titanic-val.md>): Classification; titanic (val).

- [Classification on Spaceship Titanic](<https://www.sota2.com/research/sota/classification-on-spaceship-titanic.md>): Classification; Spaceship Titanic.

- [Classification on Titanic (test)](<https://www.sota2.com/research/sota/classification-on-titanic-test.md>): Classification; Titanic (test).

- [Classification on Titanic (three random train-test splits)](<https://www.sota2.com/research/sota/classification-on-titanic-three-random-train-test-splits.md>): Classification; Titanic (three random train-test splits).

- [Tabular Classification on MLGym Titanic](<https://www.sota2.com/research/sota/tabular-classification-on-mlgym-titanic.md>): Tabular Classification; MLGym Titanic.

- [Classification on titanic 25% feature noise (accuracy)](<https://www.sota2.com/research/sota/classification-on-titanic-25-percent-feature-noise-accuracy.md>): Classification; titanic 25% feature noise.

- [Classification on Titanic (F1-score)](<https://www.sota2.com/research/sota/classification-on-titanic-f1-score.md>): Classification; titanic.

- [Classification on titanic 0% noise (test)](<https://www.sota2.com/research/sota/classification-on-titanic-0-percent-noise-test.md>): Classification; titanic 0% noise (test).

- [Classification on titanic (0% noise)](<https://www.sota2.com/research/sota/classification-on-titanic-0-percent-noise.md>): Classification; titanic (0% noise).

- [Classification on titanic 25% feature noise](<https://www.sota2.com/research/sota/classification-on-titanic-25-percent-feature-noise.md>): Classification; titanic 25% feature noise.

- [Classification on titanic 25% label noise](<https://www.sota2.com/research/sota/classification-on-titanic-25-percent-label-noise.md>): Classification; titanic 25% label noise.

- [Statistical Fidelity on Averaged Small Data Splits (Adult, Churn, HTRU2, Magic, Liver, Titanic)](<https://www.sota2.com/research/sota/statistical-fidelity-on-averaged-small-data-splits-adult-churn-htru2-magic-liver-titanic.md>): Statistical Fidelity; Adult, Churn, HTRU2, Magic, Liver, and Titanic averaged (small data splits).

- [Attribution Quality Evaluation on TITAN autoregressive t+5 (test)](<https://www.sota2.com/research/sota/attribution-quality-evaluation-on-titan-autoregressive-t-plus-5-test.md>): Attribution Quality Evaluation; TITAN autoregressive t+5 (test).

- [Attribution Quality Evaluation on TITAN one-step t+1 (test)](<https://www.sota2.com/research/sota/attribution-quality-evaluation-on-titan-one-step-t-plus-1-test.md>): Attribution Quality Evaluation; TITAN one-step t+1 (test).

- [Regression on Titanic (Relative Absolute Error and Leaf Statistics)](<https://www.sota2.com/research/sota/regression-on-titanic-relative-absolute-error-and-leaf-statistics.md>): Regression; Titanic.

- [Hardware Security Asset Identification on OpenTitan](<https://www.sota2.com/research/sota/hardware-security-asset-identification-on-opentitan.md>): Hardware Security Asset Identification; OpenTitan.

- [Knapsack Problem on Ferro-titanium industrial application](<https://www.sota2.com/research/sota/knapsack-problem-on-ferro-titanium-industrial-application.md>): Knapsack Problem; Ferro-titanium industrial application.

- [Faithfulness under retraining on Titanic](<https://www.sota2.com/research/sota/faithfulness-under-retraining-on-titanic.md>): Faithfulness under retraining; Titanic.

- [Binary Classification on Titanic (test)](<https://www.sota2.com/research/sota/binary-classification-on-titanic-test.md>): Binary Classification; Titanic (test).

- [Domain-Specific Question Answering on titanic](<https://www.sota2.com/research/sota/domain-specific-question-answering-on-titanic.md>): domain-specific question answering; titanic.

- [Tabular Classification on Spaceship Titanic Kaggle original (train test)](<https://www.sota2.com/research/sota/tabular-classification-on-spaceship-titanic-kaggle-original-train-test.md>): Tabular Classification; Spaceship Titanic Kaggle original (train test).

- [Vulnerability Detection on TITANVUL](<https://www.sota2.com/research/sota/vulnerability-detection-on-titanvul.md>): Vulnerability Detection; TITANVUL.

- [Classification on Titanic (out-of-sample)](<https://www.sota2.com/research/sota/classification-on-titanic-out-of-sample.md>): Classification; Titanic (out-of-sample).

- [Image Segmentation on NVIDIA TITAN RTX Inference Benchmark](<https://www.sota2.com/research/sota/image-segmentation-on-nvidia-titan-rtx-inference-benchmark.md>): Image Segmentation; NVIDIA TITAN RTX Inference Benchmark.

- [Instance attribution explanation on Titanic (test)](<https://www.sota2.com/research/sota/instance-attribution-explanation-on-titanic-test.md>): Instance attribution explanation; Titanic (test).

- [Classification on Titanic (OOD)](<https://www.sota2.com/research/sota/classification-on-titanic-ood.md>): Classification; Titanic (OOD).

- [Classification on Titanic (noisy)](<https://www.sota2.com/research/sota/classification-on-titanic-noisy.md>): Classification; Titanic (noisy).

- [Classification on Titanic (train)](<https://www.sota2.com/research/sota/classification-on-titanic-train.md>): Classification; Titanic (train).

- [Target sensitivity estimation on Titanic (test)](<https://www.sota2.com/research/sota/target-sensitivity-estimation-on-titanic-test.md>): Target sensitivity estimation; Titanic (test).

- [Story Point Estimation on titanium](<https://www.sota2.com/research/sota/story-point-estimation-on-titanium.md>): Story Point Estimation; titanium.

- [Binary Classification on TITANIC](<https://www.sota2.com/research/sota/binary-classification-on-titanic.md>): Binary Classification; TITANIC.

- [p-robustness Estimation on TITANIC](<https://www.sota2.com/research/sota/p-robustness-estimation-on-titanic.md>): p-robustness Estimation; TITANIC.

- [Classification on TitanicSurvival](<https://www.sota2.com/research/sota/classification-on-titanicsurvival.md>): Classification; TitanicSurvival.

- [Lexical Coverage Analysis on Titanic](<https://www.sota2.com/research/sota/lexical-coverage-analysis-on-titanic.md>): Lexical Coverage Analysis; Titanic.

- [Data Contamination Detection on Titanic](<https://www.sota2.com/research/sota/data-contamination-detection-on-titanic.md>): Data Contamination Detection; Titanic.

- [Fairness-aware classification on Titanic (test)](<https://www.sota2.com/research/sota/fairness-aware-classification-on-titanic-test.md>): Fairness-aware classification; titanic (test).