Somnath Basu Roy Chowdhury
18 papers · 2018–2025 · 8 venues · across top CS/AI venues
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Research topics
Machine Learning
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Core Methods
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Deep Learning
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Learning Types Β· Machine Learning
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Natural Language Processing
(8)
Artificial Intelligence
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representation learning
(6)
extractive summarization
(4)
opinion summarization
(3)
unsupervised learning
(3)
text classification
(3)
transformer model
(2)
low displacement rank
(2)
parameter-efficient fine-tuning
(2)
demographic bia
(2)
concept erasure
(2)
model compression
(2)
transfer learning
(2)
dictionary learning
(2)
latent representation
(2)
large language model
(2)
matrix factorization
(1)
ensemble learning
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transformer architecture
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online learning
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matrix decomposition
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Papers
Exploring Safety-Utility Trade-Offs in Personalized Language Models
NAACL 2025
Fundamental Limits of Perfect Concept Erasure
AISTATS 2025
Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning
ICLR 2025
Enhancing Group Fairness in Online Settings Using Oblique Decision Forests
ICLR 2024
Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers
NeurIPS 2024
Structured Unrestricted-Rank Matrices for Parameter Efficient Finetuning
NeurIPS 2024
Aspect-aware Unsupervised Extractive Opinion Summarization
ACL 2023
Efficient Graph Field Integrators Meet Point Clouds
ICML 2023
Robust Concept Erasure via Kernelized Rate-Distortion Maximization
NeurIPS 2023
Sustaining Fairness via Incremental Learning
AAAI 2023
Unsupervised Opinion Summarization Using Approximate Geodesics
EMNLP 2023
Read Top News First: A Document Reordering Approach for Multi-Document News Summarization
ACL 2022
Unsupervised Extractive Opinion Summarization Using Sparse Coding
ACL 2022
Adversarial Scrubbing of Demographic Information for Text Classification
EMNLP 2021
Does Commonsense help in detecting Sarcasm?
EMNLP 2021
Is Everything in Order? A Simple Way to Order Sentences
EMNLP 2021
Instance-based Inductive Deep Transfer Learning by Cross-Dataset Querying with Locality Sensitive Hashing
EMNLP 2019
Learning beyond Datasets: Knowledge Graph Augmented Neural Networks for Natural Language Processing
NAACL 2018