| 2026-10-20 | Weighted UnLearning from Experience for Improved Spurious Correlation Robustness | Machine Learning | Jeff Mitchell, Jesus; id_orcid 0000-0002-9574-4138 Martinez-del-Rincon, Niall McLaughlin | Queen's University Belfast |
| 2026-10-17 | Beyond Likelihood Ratio Bias: Nested Multi-time Scale Stochastic Approximation for Likelihood-Free Parameter Estimation | Machine Learning | Zehao Li, Zhouchen Lin, Yijie Peng | Peking University; Nanjing University |
| 2026-10-16 | The Challenges of Hyperparameter Tuning for Accurate Causal Effect Estimation | Machine Learning | Damian Machlanski, Spyridon Samothrakis, Paul Clarke | University of Edinburgh; University of Essex; Institute for Social and Economic Research |
| 2026-10-01 | Product Manifold Flow Matching for Mixed-Type Tabular Data Generation | Machine Learning | Shikun Chen, Yangguang Liu | Ningbo University of Finance & Economics |
| 2026-10-01 | Addressing Methodological Challenges in Time Series Anomaly Detection | Machine Learning | Nancy Xu, Henrik Boström | |
| 2026-10-01 | RLAX: A Reinforcement Learning-Based Framework for Explaining Anomalous Data | Machine Learning | Simone Amirato, Fabrizio Angiulli, Fabio Fassetti | University of Calabria |
| 2026-10-01 | MMT: Achieving Exact Federated Unlearning with Improved Post-unlearning Performance | Machine Learning | Z. Zhang, Nhung Bui, Arun Verma et al. | National University of Singapore; Singapore-MIT Alliance for Research and Technology |
| 2026-10-01 | A Survey on Loss-based Regularization for Model Generalization | Machine Learning | Yaxing Huang, Chenhe Zhang, Renjun Xu et al. | Xinjiang University; Zhejiang University |
| 2026-10-01 | KARAMEL: Knowledge-Aware Ranking for Multimodal Entity Linking in the Arts via Heterogeneous Graphs | Machine Learning | Raffaele Scaringi, Alejandro Sierra Múnera, Gennaro Vessio et al. | University of Bari Aldo Moro; Hasso Plattner Institute; University of Potsdam; … |
| 2026-10-01 | Grid-based Decision Tree Learning | Machine Learning | Qin-Cheng Zheng, Shao-Qun Zhang, Shen-Huan Lyu et al. | Nanjing University; Hohai University |
| 2026-10-01 | Large Language Model Guided Series Saliency Module for Accurate and Interpretable Multivariate Time Series Forecasting | Machine Learning | Qingyi Pan, Liyuan Wang, Xiaoyu Chen et al. | Tsinghua University |
| 2026-10-01 | Beyond Lipschitz: generalization and optimization analysis for adversarial training under Hölder-type conditions | Machine Learning | Hailiang Ye, Ziqi An, Feilong Cao | China Jiliang University; Zhejiang Normal University |
| 2026-10-01 | FedHybrid-ViT: A Federated-Hybrid Framework for Generalizable Deepfake Detection on Heterogeneous Data | Machine Learning | Abdullah Mohammad Sakib, Md. Mohashin Hossain, Mahedy Hasan Foysal et al. | International University of Business Agriculture and Technology; Dhaka International University; United International University |
| 2026-10-01 | TACCO: Actor–Critic Contrastive Optimization for OOD Action Mitigation in Offline Reinforcement Learning | Machine Learning | Haotian Zhang, Chen Wang, Jun Moon | Hanyang University |
| 2026-10-01 | SURGE: Structural Perturbation Response Field Guided Residual Distillation for Graph Unlearning | Machine Learning | Chaofan Shen, Min Wang, Jing Zhang | Southeast University |
| 2026-10-01 | On Kernel Eigen-Alignments of KRR: Reconstruction and Generalization | Machine Learning | Yang Liu, Ernest Fokoue, Richard Lange et al. | Rochester Institute of Technology |
| 2026-10-01 | Knockoff-Guided Compressive Sensing: A Statistical Machine Learning Framework for Support-Assured Signal Recovery | Machine Learning | Xiaochen Zhang, Haoyi Xiong | Shandong University; Microsoft (United States) |
| 2026-09-28 | Differentially Private Stochastic Gradient Descent for Outcome Weighted Learning | Machine Learning | Aoli Yang, Jun Fan, Yunwen Lei et al. | Zhejiang Normal University; Hong Kong Baptist University; University of Hong Kong |
| 2026-09-28 | Joint Representation Learning for Expert Discovery | Machine Learning | Roohollah Etemadi, Morteza Zihayat, Kuan Feng et al. | Toronto Metropolitan University; IBM (Canada); University of Guelph; … |
| 2026-09-28 | CausalCACTUS: A Causally Consistent and Context-Aware Framework for Counterfactual Explanations | Machine Learning | Zhendong Wang, Diego García, José María Enguita et al. | KTH Royal Institute of Technology; Universidad de Oviedo |