Search Results for author: Moulik Choraria

Found 5 papers, 1 papers with code

Language Grounded QFormer for Efficient Vision Language Understanding

no code implementations13 Nov 2023 Moulik Choraria, Nitesh Sekhar, Yue Wu, Xu Zhang, Prateek Singhal, Lav R. Varshney

Large-scale pretraining and instruction tuning have been successful for training general-purpose language models with broad competencies.

Representation Learning

Transformers are Universal Predictors

no code implementations15 Jul 2023 Sourya Basu, Moulik Choraria, Lav R. Varshney

We find limits to the Transformer architecture for language modeling and show it has a universal prediction property in an information-theoretic sense.

Language Modelling

Learning Optimal Features via Partial Invariance

1 code implementation28 Jan 2023 Moulik Choraria, Ibtihal Ferwana, Ankur Mani, Lav R. Varshney

Learning models that are robust to distribution shifts is a key concern in the context of their real-life applicability.

Domain Generalization

Design of false data injection attack on distributed process estimation

no code implementations14 Jan 2021 Moulik Choraria, Arpan Chattopadhyay, Urbashi Mitra, Erik Strom

Each agent node computes an estimate of the process by using its sensor observation and messages obtained from neighboring nodes, via Kalman-consensus filtering.

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