Sener, Ozan

19 publications

ICML 2025 Addressing Misspecification in Simulation-Based Inference Through Data-Driven Calibration Antoine Wehenkel, Juan L. Gamella, Ozan Sener, Jens Behrmann, Guillermo Sapiro, Joern-Henrik Jacobsen, Marco Cuturi

ICML 2025 Robust Autonomy Emerges from Self-Play Marco Cusumano-Towner, David Hafner, Alexander Hertzberg, Brody Huval, Aleksei Petrenko, Eugene Vinitsky, Erik Wijmans, Taylor W. Killian, Stuart Bowers, Ozan Sener, Philipp Kraehenbuehl, Vladlen Koltun

NeurIPS 2024 RanDumb: Random Representations Outperform Online Continually Learned Representations Ameya Prabhu, Shiven Sinha, Ponnurangam Kumaraguru, Philip H.S. Torr, Ozan Sener, Puneet K. Dokania

ICCV 2023 Generalized Sum Pooling for Metric Learning Yeti Z. Gürbüz, Ozan Sener, A. Aydin Alatan

NeurIPS 2022 Domain Generalization Without Excess Empirical Risk Ozan Sener, Vladlen Koltun

ICML 2022 Generalizing Gaussian Smoothing for Random Search Katelyn Gao, Ozan Sener

ICCV 2021 Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai, Ozan Sener, Vladlen Koltun

ICLR 2020 A Stochastic Derivative Free Optimization Method with Momentum Eduard Gorbunov, Adel Bibi, Ozan Sener, El Houcine Bergou, Peter Richtarik

AAAI 2020 A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control Adel Bibi, El Houcine Bergou, Ozan Sener, Bernard Ghanem, Peter Richtárik

NeurIPS 2020 Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks Umut Simsekli, Ozan Sener, George Deligiannidis, Murat A Erdogdu

ICLR 2020 Learning to Guide Random Search Ozan Sener, Vladlen Koltun

NeurIPS 2020 Modeling and Optimization Trade-Off in Meta-Learning Katelyn Gao, Ozan Sener

ICLR 2018 Active Learning for Convolutional Neural Networks: A Core-Set Approach Ozan Sener, Silvio Savarese

NeurIPS 2018 Generalizing to Unseen Domains via Adversarial Data Augmentation Riccardo Volpi, Hongseok Namkoong, Ozan Sener, John C. Duchi, Vittorio Murino, Silvio Savarese

NeurIPS 2018 Multi-Task Learning as Multi-Objective Optimization Ozan Sener, Vladlen Koltun

CoRL 2017 Image2mass: Estimating the Mass of an Object from Its Image Trevor Standley, Ozan Sener, Dawn Chen, Silvio Savarese

CVPR 2016 3D Semantic Parsing of Large-Scale Indoor Spaces Iro Armeni, Ozan Sener, Amir R. Zamir, Helen Jiang, Ioannis Brilakis, Martin Fischer, Silvio Savarese

NeurIPS 2016 Learning Transferrable Representations for Unsupervised Domain Adaptation Ozan Sener, Hyun Oh Song, Ashutosh Saxena, Silvio Savarese

ICCV 2015 Unsupervised Semantic Parsing of Video Collections Ozan Sener, Amir R. Zamir, Silvio Savarese, Ashutosh Saxena