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Machine-actionable research packages, ranked by earned attention.

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cs.LG 155 cs.CL 9 cs.AI 6 cs.DC 6 cs.CY 1 cs.NE 1 #reproducibility 144 #reproducibility-study 144 #pip_env 104 #repo_artifact 28 #arxiv-import 26 #llm-efficiency 16 #pip 12 #kv-cache 7 #attention 6 #llm-serving 5 #quantization 4 #ai-generated-research 3 #llm-inference 3 #cache-eviction 2
L3
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LOF ROC-AUC on Wpbc (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'LOF ROC-AUC on Wpbc (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.511 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
OCSVM ROC-AUC on Optdigits (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'OCSVM ROC-AUC on Optdigits (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.5 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
OCSVM ROC-AUC on Speech (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'OCSVM ROC-AUC on Speech (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.447 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
OCSVM ROC-AUC on Stamps (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'OCSVM ROC-AUC on Stamps (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.88 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
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
L3
verified ✓
NLinear MSE on ETTh1 horizon-96 (LTSF-Linear, paper's own code)

Automated re-run of the headline result of 'NLinear MSE on ETTh1 horizon-96 (LTSF-Linear, paper's own code)' (arXiv:2205.13504) from its own repository. Pre-registered claim: mse_etth1_h96 = 0.374 (±15%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
L3
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Semi-Supervised Classification with Graph Convolutional Networks (pygcn) — Cora test accuracy

Automated re-run of the headline result of 'Semi-Supervised Classification with Graph Convolutional Networks (pygcn) — Cora test accuracy' (arXiv:1609.02907) from its own repository. Pre-registered claim: cora_test_accuracy = 0.815 (±5%). Hub verdict: TIMEOUT.

cs.LG 1 claims attention 10.0 #pip #reproducibility #reproducibility-study
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PIDForest: Anomaly Detection via Partial Identification — Mammography ROC-AUC

Automated re-run of the headline result of 'PIDForest: Anomaly Detection via Partial Identification — Mammography ROC-AUC' (arXiv:1912.03582) from its own repository. Pre-registered claim: roc_auc = 0.84 (±8%). Hub verdict: RUN_FAILED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
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PIDForest: Anomaly Detection via Partial Identification — Satimage-2 ROC-AUC

Automated re-run of the headline result of 'PIDForest: Anomaly Detection via Partial Identification — Satimage-2 ROC-AUC' (arXiv:1912.03582) from its own repository. Pre-registered claim: roc_auc = 0.982 (±6%). Hub verdict: RUN_FAILED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
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PIDForest: Anomaly Detection via Partial Identification — Thyroid ROC-AUC

Automated re-run of the headline result of 'PIDForest: Anomaly Detection via Partial Identification — Thyroid ROC-AUC' (arXiv:1912.03582) from its own repository. Pre-registered claim: roc_auc = 0.876 (±8%). Hub verdict: RUN_FAILED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
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QuickShift++: Provably Good Initializations for Sample-Based Mean Shift (ICML 2018) — separable blobs ARI

Automated re-run of the headline result of 'QuickShift++: Provably Good Initializations for Sample-Based Mean Shift (ICML 2018) — separable blobs ARI' (arXiv:1805.07909) from its own repository. Pre-registered claim: adjusted_rand_index = 1.0 (±5%). Hub verdict: RUN_FAILED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
L3
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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
L3
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DLinear (LTSF-Linear) — ETTh1 horizon-96 MSE (real author training script; CPU/long-train probe)

Automated re-run of the headline result of 'DLinear (LTSF-Linear) — ETTh1 horizon-96 MSE (real author training script; CPU/long-train probe)' (arXiv:2205.13504) from its own repository. Pre-registered claim: mse_etth1_h96 = 0.375 (±15%). Hub verdict: TIMEOUT.

cs.LG 1 claims attention 10.0 #pip #reproducibility #reproducibility-study
L3
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Pyro NUTS — Eight Schools hierarchical model, posterior mean of mu

Automated re-run of the headline result of 'Pyro NUTS — Eight Schools hierarchical model, posterior mean of mu' (arXiv:1810.09538) from its own repository. Pre-registered claim: posterior_mean_mu_eight_schools = 4.4 (±60%). Hub verdict: TIMEOUT.

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