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Machine-actionable research packages, ranked by earned attention.

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OCSVM ROC-AUC on Wpbc (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'OCSVM ROC-AUC on Wpbc (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.498 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Cardiotocography (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Cardiotocography (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.755 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Hepatitis (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Hepatitis (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.804 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Pima (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Pima (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.655 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Satellite (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Satellite (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.599 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Spambase (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Spambase (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.555 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Speech (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Speech (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.45 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Stamps (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Stamps (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.917 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Waveform (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Waveform (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.634 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Wdbc (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Wdbc (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.929 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Wine (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Wine (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.801 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

PCA ROC-AUC on Wpbc (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'PCA ROC-AUC on Wpbc (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.496 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

Darts ExponentialSmoothing — AirPassengers validation MAPE (quickstart claim)

Automated re-run of the headline result of 'Darts ExponentialSmoothing — AirPassengers validation MAPE (quickstart claim)' (arXiv:2110.03224) from its own repository. Pre-registered claim: mape_airpassengers_val = 5.11 (±30%). Hub verdict: TIMEOUT.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

XGBoost: A Scalable Tree Boosting System — HIGGS test AUC

Automated re-run of the headline result of 'XGBoost: A Scalable Tree Boosting System — HIGGS test AUC' (arXiv:1603.02754) from its own repository. Pre-registered claim: auc = 0.84 (±5%). Hub verdict: RUN_FAILED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study

word2vec via gensim: Google analogy accuracy (skip-gram, text8 corpus)

Automated re-run of the headline result of 'word2vec via gensim: Google analogy accuracy (skip-gram, text8 corpus)' (arXiv:1301.3781) from its own repository. Pre-registered claim: analogy_accuracy = 0.6 (±40%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

node2vec: Scalable Feature Learning for Networks — link-prediction AUC

Automated re-run of the headline result of 'node2vec: Scalable Feature Learning for Networks — link-prediction AUC' (arXiv:1607.00653) from its own repository. Pre-registered claim: link_prediction_auc = 0.97 (±10%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

Stable-Baselines3 DQN on MountainCar-v0 — mean episode reward (RL Zoo benchmark)

Automated re-run of the headline result of 'Stable-Baselines3 DQN on MountainCar-v0 — mean episode reward (RL Zoo benchmark)' (arXiv:2006.05990) from its own repository. Pre-registered claim: mean_episode_reward_mountaincar = -100.849 (±12%). Hub verdict: TIMEOUT.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

Thompson Sampling on a 3-arm Bernoulli bandit — cumulative regret at T=1000 (Russo & Van Roy tutorial design)

Automated re-run of the headline result of 'Thompson Sampling on a 3-arm Bernoulli bandit — cumulative regret at T=1000 (Russo & Van Roy tutorial design)' (arXiv:1707.02038) from its own repository. Pre-registered claim: thompson_cumulative_regret_T1000 = 21.0 (±40%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

UMAP: Uniform Manifold Approximation and Projection — MNIST 70k embedding runtime

Automated re-run of the headline result of 'UMAP: Uniform Manifold Approximation and Projection — MNIST 70k embedding runtime' (arXiv:1802.03426) from its own repository. Pre-registered claim: embedding_runtime_seconds = 42 (±100%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

HBOS ROC-AUC on Ionosphere (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'HBOS ROC-AUC on Ionosphere (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.552 (±8%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

LOF ROC-AUC on Breastw (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'LOF ROC-AUC on Breastw (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.47 (±8%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

LOF ROC-AUC on Satimage-2 (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'LOF ROC-AUC on Satimage-2 (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.458 (±8%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

LOF ROC-AUC on WBC (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'LOF ROC-AUC on WBC (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.932 (±8%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

OCSVM ROC-AUC on Ionosphere (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'OCSVM ROC-AUC on Ionosphere (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.838 (±8%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study

OCSVM ROC-AUC on Satimage-2 (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'OCSVM ROC-AUC on Satimage-2 (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.998 (±8%). Hub verdict: DIVERGED.

cs.LG 1 claims attention 7.0 #pip_env #reproducibility #reproducibility-study