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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
verified ✓
CatBoost: unbiased boosting with categorical features — Adult test logloss

Automated re-run of the headline result of 'CatBoost: unbiased boosting with categorical features — Adult test logloss' (arXiv:1706.09516) from its own repository. Pre-registered claim: logloss = 0.27 (±15%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
Imbalanced-learn: SMOTE improves minority-class F1 vs no resampling (JMLR 2017)

Automated re-run of the headline result of 'Imbalanced-learn: SMOTE improves minority-class F1 vs no resampling (JMLR 2017)' (arXiv:1609.06570) from its own repository. Pre-registered claim: f1_or_balanced_accuracy_improvement = 0.0 (±30%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
COPOD: Copula-Based Outlier Detection (ICDM 2020) — BreastW ROC-AUC

Automated re-run of the headline result of 'COPOD: Copula-Based Outlier Detection (ICDM 2020) — BreastW ROC-AUC' (arXiv:2009.09463) from its own repository. Pre-registered claim: roc_auc = 0.9936 (±5%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
L3
verified ✓
COPOD: Copula-Based Outlier Detection (ICDM 2020) — Cardio ROC-AUC

Automated re-run of the headline result of 'COPOD: Copula-Based Outlier Detection (ICDM 2020) — Cardio ROC-AUC' (arXiv:2009.09463) from its own repository. Pre-registered claim: roc_auc = 0.8974 (±6%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
L3
verified ✓
DenMune: density-peak clustering via mutual nearest neighbors — Aggregation ARI

Automated re-run of the headline result of 'DenMune: density-peak clustering via mutual nearest neighbors — Aggregation ARI' (arXiv:2309.13420) from its own repository. Pre-registered claim: adjusted_rand_index = 0.99 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
L3
verified ✓
PyOD kNN outlier detector — ROC-AUC on PyOD's standard synthetic benchmark

Automated re-run of the headline result of 'PyOD kNN outlier detector — ROC-AUC on PyOD's standard synthetic benchmark' (arXiv:1901.01588) from its own repository. Pre-registered claim: roc_auc = 1.0 (±5%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
UMAP (McInnes-Healy) — neighborhood trustworthiness of a digits embedding

Automated re-run of the headline result of 'UMAP (McInnes-Healy) — neighborhood trustworthiness of a digits embedding' (arXiv:1802.03426) from its own repository. Pre-registered claim: trustworthiness = 0.97 (±5%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
River: online ML — Phishing prequential accuracy

Automated re-run of the headline result of 'River: online ML — Phishing prequential accuracy' (arXiv:2012.04740) from its own repository. Pre-registered claim: accuracy = 0.8879 (±5%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
Stable-Baselines3 PPO on CartPole-v1 — mean episode reward

Automated re-run of the headline result of 'Stable-Baselines3 PPO on CartPole-v1 — mean episode reward' (arXiv:2006.05990) from its own repository. Pre-registered claim: mean_episode_reward = 500.0 (±10%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
Sentence-BERT: STSbenchmark Spearman (all-MiniLM-L6-v2)

Automated re-run of the headline result of 'Sentence-BERT: STSbenchmark Spearman (all-MiniLM-L6-v2)' (arXiv:1908.10084) from its own repository. Pre-registered claim: sts_spearman = 0.85 (±6%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
MABWiser — epsilon-greedy vs Thompson on a 3-arm Bernoulli design, best-arm pull rate

Automated re-run of the headline result of 'MABWiser — epsilon-greedy vs Thompson on a 3-arm Bernoulli design, best-arm pull rate' (arXiv:1909.04412) from its own repository. Pre-registered claim: best_arm_pull_rate_thompson = 0.9 (±15%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #repo_artifact #reproducibility #reproducibility-study
L3
verified ✓
PyMC NUTS — Beta-Binomial coin flip, posterior mean of p (analytic = 8/12)

Automated re-run of the headline result of 'PyMC NUTS — Beta-Binomial coin flip, posterior mean of p (analytic = 8/12)' (arXiv:1507.08050) from its own repository. Pre-registered claim: posterior_mean_p_beta_binomial = 0.6667 (±5%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'ECOD ROC-AUC on BreastW (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.993 (±5%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'ECOD ROC-AUC on Cardio (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.897 (±8%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'ECOD ROC-AUC on Mammography (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.894 (±5%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
ECOD ROC-AUC on Satimage-2 (ODDS/ADBench)

Automated re-run of the headline result of 'ECOD ROC-AUC on Satimage-2 (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.985 (±5%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'ECOD ROC-AUC on Lymphography (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.993 (±5%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'ECOD ROC-AUC on Shuttle (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.99 (±5%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'ECOD ROC-AUC on WBC (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.974 (±5%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'HBOS ROC-AUC on Breastw (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.983 (±8%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'HBOS ROC-AUC on Cardio (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.835 (±8%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'HBOS ROC-AUC on Lympho (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.996 (±8%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'HBOS ROC-AUC on Mammography (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.834 (±8%). Hub verdict: REPRODUCED.

cs.LG 1 claims attention 10.0 #pip_env #reproducibility #reproducibility-study
L3
verified ✓
HBOS ROC-AUC on Satimage-2 (ECOD benchmark, ODDS/ADBench)

Automated re-run of the headline result of 'HBOS ROC-AUC on Satimage-2 (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.98 (±8%). Hub verdict: REPRODUCED.

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

Automated re-run of the headline result of 'HBOS ROC-AUC on WBC (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.982 (±8%). Hub verdict: REPRODUCED.

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