| 2025 | AISTATS | Deep Clustering via Probabilistic Ratio-Cut Optimization. | Ayoub Ghriss, Claire Monteleoni |
| 2025 | WACV | MixDiff: Mixing Natural and Synthetic Images for Robust Self-Supervised Representations. | Reza Akbarian Bafghi, Nidhin Harilal, Claire Monteleoni, Maziar Raissi |
| 2024 | CVPR | Parameter Efficient Fine-tuning of Self-supervised ViTs without Catastrophic Forgetting. | Reza Akbarian Bafghi, Nidhin Harilal, Claire Monteleoni, Maziar Raissi |
| 2024 | CVPR | Parameter Efficient Fine-tuning of Self-supervised ViTs without Catastrophic Forgetting. | Reza Akbarian Bafghi, Nidhin Harilal, Claire Monteleoni, Maziar Raissi |
| 2024 | ICML | Position: Application-Driven Innovation in Machine Learning. | David Rolnick, Aln Aspuru-Guzik, Sara Beery, Bistra Dilkina, Priya L. Donti, Marzyeh Ghassemi, Hannah Kerner, Claire Monteleoni, Esther Rolf, Milind Tambe, Adam White |
| 2020 | ALT | Cooperative Online Learning: Keeping your Neighbors Updated. | Nicol Cesa-Bianchi, Tommaso Cesari, Claire Monteleoni |
| 2017 | AISTATS | Convergence Rate of Stochastic k-means. | Cheng Tang, Claire Monteleoni |
| 2017 | IJCAI | Beyond the Nystrom Approximation: Speeding up Spectral Clustering using Uniform Sampling and Weighted Kernel k-means. | Mahesh Mohan, Claire Monteleoni |
| 2017 | IJCNN | Exploiting sparsity to improve the accuracy of Nystrm-based large-scale spectral clustering. | Mahesh Mohan, Claire Monteleoni |
| 2016 | AISTATS | On Lloyd's Algorithm: New Theoretical Insights for Clustering in Practice. | Cheng Tang, Claire Monteleoni |
| 2016 | CIKM | Online Learning of Volatility from Multiple Option Term Lengths. | Scott McQuade, Claire Monteleoni |
| 2015 | ICRA | Environment selection and hierarchical place recognition. | Mahesh Mohan, Dorian Glvez-Lpez, Claire Monteleoni, Gabe Sibley |
| 2013 | AAAI | Climate Prediction via Matrix Completion. | Mahsa Ghafarianzadeh, Claire Monteleoni |
| 2013 | ALT | Differentially-Private Learning of Low Dimensional Manifolds. | Anna Choromanska, Krzysztof Choromanski, Geetha Jagannathan, Claire Monteleoni |
| 2013 | ALT | Fast Spectral Clustering via the Nystrm Method. | Anna Choromanska, Tony Jebara, Hyungtae Kim, Mahesh Mohan, Claire Monteleoni |
| 2013 | ICDM | A Semi-Supervised Learning Approach to Differential Privacy. | Geetha Jagannathan, Claire Monteleoni, Krishnan Pillaipakkamnatt |
| 2012 | AAAI | Global Climate Model Tracking Using Geospatial Neighborhoods. | Scott McQuade, Claire Monteleoni |
| 2008 | ISAIM | A General Agnostic Active Learning Algorithm. | Sanjoy Dasgupta, Daniel J. Hsu, Claire Monteleoni |
| 2007 | CVPR | Practical Online Active Learning for Classification. | Claire Monteleoni, Matti Kriinen |
| 2006 | COLT | Efficient Algorithms for General Active Learning. | Claire Monteleoni |
| 2005 | COLT | Analysis of Perceptron-Based Active Learning. | Sanjoy Dasgupta, Adam Tauman Kalai, Claire Monteleoni |
| 1999 | IJCAI | Resource Allocation Using Sequential Auctions. | Craig Boutilier, Moiss Goldszmidt, Claire Monteleoni, Bikash Sabata |