Research output per year
Research output per year
Personal profile
Artistic and research interests
I am an Assistant Professor at the department of Computer Science, Aalto University in Finland. Along with my research group, we work on problems in large scale machine learning particularly encountered in extreme classification with large output spaces, and robustness
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Keywords
- large scale learning
- extreme multi-label classification
- deep learning
- sequential data
- robustness
Fingerprint
Dive into the research topics where Rohit Babbar is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
- 1 Similar Profiles
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Adversarial examples for extreme multilabel text classification
Mohammadnia Qaraei, M. & Babbar, R., Dec 2022, In: Machine Learning. 111, 12, p. 4539-4563 25 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile27 Downloads (Pure) -
Beyond Standard Performance Measures in Extreme Multi-label Classification
Schultheis, E., Wydmuch, M., Babbar, R. & Dembczynski, K., Aug 2022. 11 p.Research output: Contribution to conference › Paper › Scientific › peer-review
Open Access -
CascadeXML: Rethinking Transformers for End-to-end Multi-resolution Training in Extreme Multi-label Classification
Kharbanda, S., Banerjee, A., Schultheis, E. & Babbar, R., 29 Oct 2022, (Accepted/In press) Advances in Neural Information Processing Systems. Vol. 35.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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Detecting Sequential Genre Change in Eighteenth-Century Texts
Zhang, J., Ciarán Ryan, Y., Rastas, I., Ginter, F., Tolonen, M. & Babbar, R., 2022, Computational Humanities Research 2022: Proceedings of the Computational Humanities Research Conference 2022, Antwerp, Belgium, December 12-14, 2022. CEUR, p. 243-255 (CEUR Workshop Proceedings; vol. 3290).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
Explainable Publication Year Prediction of Eighteenth Century Texts with the BERT Model
Rastas, I., Ciarán Ryan, Y., Tiihonen, I., Mohammadnia Qaraei, M., Repo, L., Babbar, R., Mäkelä, E., Tolonen, M. & Ginter, F., 2022, Proceedings of the 3rd Workshop on Computational Approaches to Historical Language Change. ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, p. 68-77 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile6 Downloads (Pure)
Projects
- 2 Active
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Scalable and Robust Representation Learning in Large Output Spaces
01/09/2022 → 31/08/2026
Project: Academy of Finland: Other research funding
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High Performance Computing for the Detection and Analysis of Historical Discourses
01/01/2021 → 31/12/2024
Project: Academy of Finland: Other research funding
Datasets
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Dismec++
Schultheis, E. (Creator) & Babbar, R. (Supervisor), 2022
DOI: 10.5281/zenodo.6699586, https://zenodo.org/record/6699587
Dataset
Prizes
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Outstanding Reviewer Award ACL 2021 Conference
Babbar, Rohit (Recipient), 12 Jul 2021
Prize: Award or honor granted for a specific work
Activities
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Convex Surrogates for Unbiased Loss Functions in Extreme Classification With Missing Labels
Mohammadreza Mohammadnia Qaraei (Speaker), Erik Schultheis (Contributor) & Rohit Babbar (Contributor)
4 Nov 2021Activity: Talk or presentation types › Invited academic talk
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Convex Surrogates for Unbiased Loss Functions in Extreme Classification With Missing Labels
Erik Schultheis (Speaker), Mohammadreza Mohammadnia Qaraei (Contributor) & Rohit Babbar (Contributor)
23 Apr 2021Activity: Talk or presentation types › Conference presentation
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Why state-of-the-art deep learning barely works as good as a linear classifier in extreme multi-label classification
Mohammadreza Mohammadnia Qaraei (Speaker) & Rohit Babbar (Contributor)
2 Oct 2020Activity: Talk or presentation types › Conference presentation
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Tutorial on Extreme Classification for Information Retrieval
Rohit Babbar (Member)
26 Apr 2018Activity: Participating in or organising an event types › Organization of a workshop, panel, session, tutorial or event
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Dagstuhl Seminar
Rohit Babbar (Member)
15 Jul 2018 → 20 Jul 2018Activity: Participating in or organising an event types › Participant of a conference, workshop, session, tutorial or event