1 code implementation • 16 Jan 2024 • Somnath Basu Roy Chowdhury, Nicholas Monath, Avinava Dubey, Manzil Zaheer, Andrew McCallum, Amr Ahmed, Snigdha Chaturvedi
In this work, we study the task of extractive opinion summarization in an incremental setting, where the underlying review set evolves over time.
1 code implementation • NeurIPS 2023 • Somnath Basu Roy Chowdhury, Nicholas Monath, Avinava Dubey, Amr Ahmed, Snigdha Chaturvedi
Distributed representations provide a vector space that captures meaningful relationships between data instances.
2 code implementations • 17 Oct 2023 • Somnath Basu Roy Chowdhury, Nicholas Monath, Ahmad Beirami, Rahul Kidambi, Avinava Dubey, Amr Ahmed, Snigdha Chaturvedi
In the online setting, where the algorithm has access to a single instance at a time, estimating the group fairness objective requires additional storage and significantly more computation (e. g., forward/backward passes) than the task-specific objective at every time step.
1 code implementation • 2 Feb 2023 • Krzysztof Choromanski, Arijit Sehanobish, Han Lin, Yunfan Zhao, Eli Berger, Tetiana Parshakova, Alvin Pan, David Watkins, Tianyi Zhang, Valerii Likhosherstov, Somnath Basu Roy Chowdhury, Avinava Dubey, Deepali Jain, Tamas Sarlos, Snigdha Chaturvedi, Adrian Weller
We present two new classes of algorithms for efficient field integration on graphs encoding point clouds.
no code implementations • 15 Sep 2022 • Somnath Basu Roy Chowdhury, Nicholas Monath, Avinava Dubey, Amr Ahmed, Snigdha Chaturvedi
We then use these representations to quantify the relevance of review sentences using a novel approximate geodesic distance based scoring mechanism.
1 code implementation • 25 Aug 2022 • Somnath Basu Roy Chowdhury, Snigdha Chaturvedi
In this work, we propose to address this issue by introducing the problem of learning fair representations in an incremental learning setting.
1 code implementation • Findings (ACL) 2022 • Chao Zhao, Tenghao Huang, Somnath Basu Roy Chowdhury, Muthu Kumar Chandrasekaran, Kathleen McKeown, Snigdha Chaturvedi
A common method for extractive multi-document news summarization is to re-formulate it as a single-document summarization problem by concatenating all documents as a single meta-document.
1 code implementation • ACL 2022 • Somnath Basu Roy Chowdhury, Chao Zhao, Snigdha Chaturvedi
A semantic unit is supposed to capture an abstract semantic concept.
1 code implementation • 31 Jan 2022 • Somnath Basu Roy Chowdhury, Snigdha Chaturvedi
Text representations learned by machine learning models often encode undesirable demographic information of the user.
1 code implementation • EMNLP (insights) 2021 • Somnath Basu Roy Chowdhury, Snigdha Chaturvedi
For this, we incorporate commonsense knowledge into the prediction process using a graph convolution network with pre-trained language model embeddings as input.
1 code implementation • EMNLP 2021 • Somnath Basu Roy Chowdhury, Sayan Ghosh, Yiyuan Li, Junier B. Oliva, Shashank Srivastava, Snigdha Chaturvedi
Contextual representations learned by language models can often encode undesirable attributes, like demographic associations of the users, while being trained for an unrelated target task.
1 code implementation • EMNLP 2021 • Somnath Basu Roy Chowdhury, Faeze Brahman, Snigdha Chaturvedi
We perform evaluations in a zero-shot setting, showcasing that our model is able to generalize well across other datasets.
no code implementations • NAACL 2018 • K. M. Annervaz, Somnath Basu Roy Chowdhury, Ambedkar Dukkipati
In this work, we propose to enhance learning models with world knowledge in the form of Knowledge Graph (KG) fact triples for Natural Language Processing (NLP) tasks.
no code implementations • WS 2019 • Somnath Basu Roy Chowdhury, K. M. Annervaz, Ambedkar Dukkipati
With our proposed cross dataset learning procedure we show that one can achieve competitive/better performance than learning from a single dataset.
1 code implementation • 8 Nov 2017 • Arna Ghosh, Biswarup Bhattacharya, Somnath Basu Roy Chowdhury
Global Average Pooling (GAP) [4] has been used previously to generate class activation for image classification tasks.
no code implementations • 27 Nov 2016 • Arna Ghosh, Biswarup Bhattacharya, Somnath Basu Roy Chowdhury
Handwriting is a skill learned by humans from a very early age.
no code implementations • 27 Nov 2016 • Arna Ghosh, Biswarup Bhattacharya, Somnath Basu Roy Chowdhury
Autonomous driving is one of the most recent topics of interest which is aimed at replicating human driving behavior keeping in mind the safety issues.