no code implementations • NLP4DH (ICON) 2021 • Avinash Tulasi, Asanobu Kitamoto, Ponnurangam Kumaraguru, Arun Balaji Buduru
In this work, we aim to show the topics under discussion, evolution of discussions, change in user sentiment during the pandemic.
1 code implementation • Findings (NAACL) 2022 • Divya Sharma, Arun Balaji Buduru
Empirical results suggest that frame-attentive embedding can cost-effectively reduce linguistic bias and enhance the usability of baselines.
1 code implementation • 31 Mar 2024 • Orchid Chetia Phukan, Gautam Siddharth Kashyap, Arun Balaji Buduru, Rajesh Sharma
To validate our hypothesis, we extract representations from state-of-the-art (SOTA) PTMs including monolingual, multilingual as well as PTMs trained for speaker and emotion recognition, and evaluated them on ASVSpoof 2019 (ASV), In-the-Wild (ITW), and DECRO benchmark databases.
no code implementations • 31 Mar 2024 • Orchid Chetia Phukan, Ankita Das, Arun Balaji Buduru, Rajesh Sharma
Stress recognition through physiological signals such as Electrocardiogram (ECG) signals has garnered significant attention.
no code implementations • 2 Feb 2024 • Orchid Chetia Phukan, Gautam Siddharth Kashyap, Arun Balaji Buduru, Rajesh Sharma
We also show that downstream models using TRILLsson representations achieve SOTA performance in terms of accuracy across various multi-lingual datasets.
no code implementations • 11 Jan 2024 • Yashwardhan Chaudhuri, Ankit Kumar, Orchid Chetia Phukan, Arun Balaji Buduru
However, most of the previous methods rely on a heavy backbone and a complex downstream architecture that restricts the deployment.
no code implementations • 29 May 2023 • Orchid Chetia Phukan, Arun Balaji Buduru, Rajesh Sharma
Speech emotion recognition (SER) is a field that has drawn a lot of attention due to its applications in diverse fields.
no code implementations • 22 Apr 2023 • Orchid Chetia Phukan, Arun Balaji Buduru, Rajesh Sharma
In this work, we exploit this research gap and perform a comparative analysis of embeddings extracted from eight speech and audio PTMs (wav2vec 2. 0, data2vec, wavLM, UniSpeech-SAT, wav2clip, YAMNet, x-vector, ECAPA).
no code implementations • 29 Sep 2020 • Saurabh Gupta, Siddhant Bhambri, Karan Dhingra, Arun Balaji Buduru, Ponnurangam Kumaraguru
We experiment on real-world smart home data, and show that the multi-objective approaches: i) establish trade-off between the two objectives, ii) achieve better combined user satisfaction and power consumption than single-objective approaches.
no code implementations • 29 Sep 2020 • Saurabh Gupta, Arun Balaji Buduru, Ponnurangam Kumaraguru
With experiments on MNIST dataset, we show that imdpGAN preserves the privacy of the individual data point, and learns latent codes to control the specificity of the generated samples.
no code implementations • 12 Jul 2020 • Mudit Verma, Arun Balaji Buduru
Hence, there is an increasing need for real-time and fine-grained content analysis services, including language identification, content transcription, and analysis.
no code implementations • 6 Dec 2019 • Mudit Verma, Siddhant Bhambri, Saurabh Gupta, Arun Balaji Buduru
Rapid advancements in the Internet of Things (IoT) have facilitated more efficient deployment of smart environment solutions for specific user requirement.
no code implementations • 3 Dec 2019 • Siddhant Bhambri, Sumanyu Muku, Avinash Tulasi, Arun Balaji Buduru
Machine learning has seen tremendous advances in the past few years, which has lead to deep learning models being deployed in varied applications of day-to-day life.
no code implementations • 22 Sep 2019 • Kumari Neha, Shashank Srikanth, Sonali Singhal, Shwetanshu Singh, Arun Balaji Buduru, Ponnurangam Kumaraguru
Users on Twitter are identified with the help of their profile attributes that consists of username, display name, profile image, to name a few.
no code implementations • 16 Sep 2019 • Saurabh Gupta, Asmit Kumar Singh, Arun Balaji Buduru, Ponnurangam Kumaraguru
In the political context, hashtags on Twitter are used by users to campaign for their parties, spread news, or to get followers and get a general idea by following a discussion built around a hashtag.
no code implementations • 29 Oct 2018 • Satvik Jain, Arun Balaji Buduru, Anshuman Chhabra
Cloud infrastructures are being increasingly utilized in critical infrastructures such as banking/finance, transportation and utility management.