| 2024 | CogSci | Using Counterfactual Tasks to Evaluate the Generality of Analogical Reasoning in Large Language Models. | Martha Lewis, Melanie Mitchell |
| 2022 | IJCAI | Evaluating Understanding on Conceptual Abstraction Benchmarks. | Victor Vikram Odouard, Melanie Mitchell |
| 2022 | IJCAI | Abstraction for Deep Reinforcement Learning. | Murray Shanahan, Melanie Mitchell |
| 2018 | IJCNN | Gaussian Processes with Context-Supported Priors for Active Object Localization. | Anthony D. Rhodes, Jordan Witte, Melanie Mitchell, Bruno Jedynak |
| 2017 | IJCNN | Fast on-line kernel density estimation for active object localization. | Anthony D. Rhodes, Max H. Quinn, Melanie Mitchell |
| 2013 | CIDM | Interpreting individual classifications of hierarchical networks. | Will Landecker, Michael D. Thomure, Lus M. A. Bettencourt, Melanie Mitchell, Garrett T. Kenyon, Steven P. Brumby |
| 2013 | IJCNN | On the role of shape prototypes in hierarchical models of vision. | Michael D. Thomure, Melanie Mitchell, Garrett T. Kenyon |
| 2010 | ICMLA | Automatic Segmentation of the Prostate Using a Genetic Algorithm for Prostate Cancer Treatment Planning. | Melanie Mitchell, James A. Tanyi, Arthur Y. Hung |
| 2008 | UC | The Role of Conceptual Structure in Designing Cellular Automata to Perform Collective Computation. | Manuel Marques-Pita, Melanie Mitchell, Luis M. Rocha |
| 2007 | ISVC | Combinatorial Shape Decomposition. | Ralf Juengling, Melanie Mitchell |
| 2006 | GECCO | Segmentation of medical images using a genetic algorithm. | Payel Ghosh, Melanie Mitchell |
| 2005 | GECCO | Investigating the success of spatial coevolution. | Nathan Williams, Melanie Mitchell |
| 2002 | ICCS | Evolving One Dimensional Cellular Automata to Perform Non-trivial Collective Behavior Task: One Case Study. | Francisco Jimnez-Morales, Melanie Mitchell, James P. Crutchfield |
| 1998 | PPSN | Mechanisms of Emergent Computation in Cellular Automata. | Wim Hordijk, James P. Crutchfield, Melanie Mitchell |
| 1994 | PPSN | A Genetic Algorithm Discovers Particle-Based Computation in Cellular Automata. | Rajarshi Das, Melanie Mitchell, James P. Crutchfield |
| 1992 | FOGA | Relative Building-Block Fitness and the Building Block Hypothesis. | Stephanie Forrest, Melanie Mitchell |