| 2015 | Fast Relative-Error Approximation Algorithm for Ridge Regression. | Shouyuan Chen, Yang Liu, Michael R. Lyu, Irwin King, Shengyu Zhang |
| 2015 | Computer Adaptive Testing Using the Same-Decision Probability. | Suming Jeremiah Chen, Arthur Choi, Adnan Darwiche |
| 2015 | Large-Margin Determinantal Point Processes. | Wei-Lun Chao, Boqing Gong, Kristen Grauman, Fei Sha |
| 2015 | Visual Causal Feature Learning. | Krzysztof Chalupka, Pietro Perona, Frederick Eberhardt |
| 2015 | Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data. | Guy Van den Broeck, Karthika Mohan, Arthur Choi, Adnan Darwiche, Judea Pearl |
| 2015 | Bayesian Network Learning with Discrete Case-Control Data. | Giorgos Borboudakis, Ioannis Tsamardinos |
| 2015 | Bayesian Optimisation of Gated Bayesian Networks for Algorithmic Trading. | Marcus Bendtsen |
| 2015 | Hashing-Based Approximate Probabilistic Inference in Hybrid Domains. | Vaishak Belle, Guy Van den Broeck, Andrea Passerini |
| 2015 | New Limits for Knowledge Compilation and Applications to Exact Model Counting. | Paul Beame, Vincent Liew |
| 2015 | Parameterizing the Distance Distribution of Undirected Networks. | Christian Bauckhage, Kristian Kersting, Fabian Hadiji |
| 2015 | Learning and Planning with Timing Information in Markov Decision Processes. | Pierre-Luc Bacon, Borja Balle, Doina Precup |
| 2015 | Geometric Network Comparisons. | Dena Marie Asta, Cosma Rohilla Shalizi |
| 2015 | Adversarial Cost-Sensitive Classification. | Kaiser Asif, Wei Xing, Sima Behpour, Brian D. Ziebart |
| 2015 | Representation Learning for Clustering: A Statistical Framework. | Hassan Ashtiani, Shai Ben-David |
| 2015 | Intelligent Affect: Rational Decision Making for Socially Aligned Agents. | Nabiha Asghar, Jesse Hoey |
| 2015 | An IRT-based Parameterization for Conditional Probability Tables. | Russell G. Almond |
| 2015 | Disciplined Convex Stochastic Programming: A New Framework for Stochastic Optimization. | Alnur Ali, J. Zico Kolter, Steven Diamond, Stephen P. Boyd |
| 2015 | Are You Doing What I Think You Are Doing? Criticising Uncertain Agent Models. | Stefano V. Albrecht, Subramanian Ramamoorthy |
| 2015 | Bayes Optimal Feature Selection for Supervised Learning with General Performance Measures. | C. G. Saneem Ahmed, Harikrishna Narasimhan, Shivani Agarwal |
| 2015 | Robust reconstruction of causal graphical models based on conditional 2-point and 3-point information. | Sverine Affeldt, Herv Isambert |
| 2015 | Robust Reconstruction of Causal Graphical Models based on Conditional 2-point and 3-point Information. | Sverine Affeldt, Herv Isambert |
| 2015 | Learning the Structure of Sum-Product Networks via an SVD-based Algorithm. | Tameem Adel, David Balduzzi, Ali Ghodsi |
| 2015 | Stochastic Integration via Error-Correcting Codes. | Dimitris Achlioptas, Pei Jiang |
| 2015 | Optimal expert elicitation to reduce interval uncertainty. | Nadia Ben Abdallah, Sbastien Destercke |
| 2015 | Bayesian Optimal Control of Smoothly Parameterized Systems. | Yasin Abbasi-Yadkori, Csaba Szepesvri |