@inproceedings{goldberger2026optimal,title={Optimal Top-k Identification from Pairwise Comparisons},author={Goldberger, Motti and Rudi, Nils},booktitle={Proceedings of the 43rd International Conference on Machine Learning},series={Proceedings of Machine Learning Research},volume={306},pages={35572--35599},year={2026},}
Fundamental Limitations of Fixed-Budget Best-Arm Identification
@article{goldberger2026selecting,title={Selecting the Best Few with Human Evaluators: Adaptively Combining Ratings and Pairwise Comparisons},author={Goldberger, Motti and Rudi, Nils},journal={Working paper},year={2026},}
@article{goldberger2026simple,title={A Simple and General Approach to Top-k Selection},author={Goldberger, Motti and Rudi, Nils},journal={Working paper},year={2026},}
Active Ranking via Minimizing the Sum of Top-k Regrets
Motti
Goldberger and Nils
Rudi
Work in progress, 2026
An early version was accepted at the NeurIPS 2026 MLxOR Workshop.