@misc{huang2024certed,title={CERT-ED: Certifiably Robust Text Classification for Edit Distance},author={Huang, Zhuoqun and Marchant, Neil G. and Ohrimenko, Olga and Rubinstein, Benjamin I. P.},year={2024},eprint={2408.00728},archiveprefix={arXiv},primaryclass={cs.CL},note={preprint},}
@misc{marchant2024adaptive,title={Adaptive Data Analysis for Growing Data},author={Marchant, Neil G. and Rubinstein, Benjamin I. P.},year={2024},eprint={2405.13375},archiveprefix={arXiv},primaryclass={id='cs.LG' full_name='Machine Learning' is_active=True alt_name=None in_archive='cs' is_general=False description='Papers on all aspects of machine learning research (supervised, unsupervised, reinforcement learning, bandit problems, and so on) including also robustness, explanation, fairness, and methodology. cs.LG is also an appropriate primary category for applications of machine learning methods.'},note={preprint},}
2023
RS-Del: Edit Distance Robustness Certificates for Sequence Classifiers via Randomized Deletion
@inproceedings{huang2023rsdel,title={{RS-Del}: Edit Distance Robustness Certificates for Sequence Classifiers via Randomized Deletion},author={Huang, Zhuoqun and Marchant, Neil G and Lucas, Keane and Bauer, Lujo and Ohrimenko, Olga and Rubinstein, Benjamin},year={2023},volume={36},booktitle={Advances in Neural Information Processing Systems},editor={Oh, A. and Naumann, T. and Globerson, A. and Saenko, K. and Hardt, M. and Levine, S.},pages={18676--18711},publisher={Curran Associates, Inc.},}
Bayesian Graphical Entity Resolution using Exchangeable Random Partition Priors
@article{marchant2023bayesian,author={Marchant, Neil G. and Rubinstein, Benjamin I. P. and Steorts, Rebecca C.},title={Bayesian Graphical Entity Resolution using Exchangeable Random Partition Priors},year={2023},journal={Journal of Survey Statistics and Methodology},volume={11},number={3},pages={569--596},month=jan,issn={2325-0984},publisher={Oxford University Press},doi={10.1093/jssam/smac030},url={https://doi.org/10.1093/jssam/smac030},}
2022
Hard to Forget: Poisoning Attacks on Certified Machine Unlearning
@inproceedings{marchant2021hard,title={Hard to Forget: Poisoning Attacks on Certified Machine Unlearning},author={Marchant, Neil G. and Rubinstein, Benjamin I. P. and Alfeld, Scott},year={2022},booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},volume={36},number={7},publisher={AAAI Press},location={Virtual Event},pages={7691--7700},doi={10.1609/aaai.v36i7.20736},url={https://ojs.aaai.org/index.php/AAAI/article/view/20736},}
2021
Needle in a Haystack: Label-Efficient Evaluation under Extreme Class Imbalance
@inproceedings{marchant2021needle,author={Marchant, Neil G. and Rubinstein, Benjamin I. P.},title={Needle in a Haystack: Label-Efficient Evaluation under Extreme Class Imbalance},booktitle={Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery \& Data Mining},publisher={Association for Computing Machinery},location={Virtual Event, Singapore},doi={10.1145/3447548.3467435},pages={1180--1190},year={2021},isbn={9781450383325},url={https://doi.org/10.1145/3447548.3467435},}
@article{marchant2020dblink,author={Marchant, Neil G. and Kaplan, Andee and Elazar, Daniel N. and Rubinstein, Benjamin I. P. and Steorts, Rebecca C.},title={{d-blink}: Distributed End-to-End Bayesian Entity Resolution},journal={Journal of Computational and Graphical Statistics},volume={30},number={2},pages={406--421},year={2021},publisher={Taylor \& Francis},doi={10.1080/10618600.2020.1825451},url={https://doi.org/10.1080/10618600.2020.1825451},}
Statistical Approaches for Entity Resolution under Uncertainty
Neil G. Marchant
Faculty of Engineering and Information Technology, University of Melbourne , Jan 2021
@article{marchant2017search,author={Marchant, Neil G. and Rubinstein, Benjamin I. P.},title={In Search of an Entity Resolution {OASIS}: Optimal Asymptotic Sequential Importance Sampling},year={2017},issue_date={August 2017},publisher={VLDB Endowment},volume={10},number={11},issn={2150-8097},url={https://doi.org/10.14778/3137628.3137642},doi={10.14778/3137628.3137642},journal={Proceedings of the VLDB Endowment},month=aug,pages={1322--1333},}
Vortices and vortex lattices in quantum ferrofluids
@article{martin2017vortices,doi={10.1088/1361-648x/aa53a6},url={https://doi.org/10.1088/1361-648x/aa53a6},year={2017},month=feb,publisher={{IOP} Publishing},volume={29},number={10},pages={103004},author={Martin, A. M. and Marchant, N. G. and O'Dell, D. H. J. and Parker, N. G.},title={Vortices and vortex lattices in quantum ferrofluids},journal={Journal of Physics: Condensed Matter},}
2014
Vortex Lattices in Quasi-Two-Dimensional Dipolar Bose-Einstein Condensates
Neil G. Marchant
Faculty of Science, University of Melbourne , Feb 2014