@inproceedings{bulychev2026where,title={Where is the Watermark? Interpretable Watermark Detection at the Block Level},author={Bulychev, Maria and Marchant, Neil G. and Rubinstein, Benjamin I. P.},year={2026},month=mar,booktitle={Proceedings of the Winter Conference on Applications of Computer Vision},note={accepted},}
@misc{marchant2025bayes,title={On the Bayes Inconsistency of Disagreement Discrepancy Surrogates},author={Marchant, Neil G. and Cullen, Andrew C. and Liu, Feng and Erfani, Sarah M.},year={2025},eprint={2512.05931},archiveprefix={arXiv},primaryclass={cs.LG},url={https://arxiv.org/abs/2512.05931},note={preprint},}
@inproceedings{marchant2025adaptive,title={Adaptive Data Analysis for Growing Data},author={Marchant, Neil G. and Rubinstein, Benjamin I. P.},year={2025},volume={38},booktitle={Advances in Neural Information Processing Systems},editor={Zhang, C. and Belgrave, D. and Lin, H. T. and Ghassemi, M. and Chen, N. and Koniusz, P. and Pascanu, R.},publisher={Curran Associates, Inc.},}
@inproceedings{huang2025adapt,title={{AdaptDel}: Adaptable Deletion Rate Randomized Smoothing for Certified Robustness},author={Huang, Zhuoqun and Marchant, Neil G and Ohrimenko, Olga and Rubinstein, Benjamin I. P.},year={2025},volume={38},booktitle={Advances in Neural Information Processing Systems},editor={Zhang, C. and Belgrave, D. and Lin, H. T. and Ghassemi, M. and Chen, N. and Koniusz, P. and Pascanu, R.},publisher={Curran Associates, Inc.},}
@inbook{marchant2025data,author={Marchant, Neil G. and Zhao, Ying and Rubinstein, Benjamin I. P. and Ohrimenko, Olga},editor={Sadiq, Shazia},title={Data Privacy in Enterprise AI},booktitle={Enterprise AI},year={2025},publisher={Springer Nature Switzerland},address={Cham},pages={129--181},isbn={978-3-032-01940-0},doi={10.1007/978-3-032-01940-0_5},url={https://doi.org/10.1007/978-3-032-01940-0_5},}
@inproceedings{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.},editor={Al-Onaizan, Yaser and Bansal, Mohit and Chen, Yun-Nung},booktitle={Findings of the Association for Computational Linguistics: EMNLP 2024},month=nov,year={2024},address={Miami, Florida, USA},publisher={Association for Computational Linguistics},url={https://aclanthology.org/2024.findings-emnlp.635/},doi={10.18653/v1/2024.findings-emnlp.635},pages={10813--10835}}
@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.},}
@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},}
@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},pages={7691--7700},doi={10.1609/aaai.v36i7.20736},url={https://ojs.aaai.org/index.php/AAAI/article/view/20736},}
@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},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, 2021
@phdthesis{marchant2021statistical,author={Marchant, Neil G.},title={{Statistical Approaches for Entity Resolution under Uncertainty}},school={Faculty of Engineering and Information Technology, University of Melbourne},address={Melbourne, Australia},year={2021},url={http://hdl.handle.net/11343/275191},note={Ph.D. thesis},}
@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},}
@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
@mastersthesis{marchant2014vortex,school={Faculty of Science, University of Melbourne},year={2014},address={Melbourne, Australia},author={Marchant, Neil G.},title={{Vortex Lattices in Quasi-Two-Dimensional Dipolar Bose-Einstein Condensates}},note={Master's thesis},}