1 citations · 5 across the 13 of their papers we have counts for
13 papers
Confidence-Modulated Speculative Decoding for Large Language Models
Jaydip Sen, Subhasis Dasgupta, Hetvi Waghela
Speculative decoding has emerged as an effective approach for accelerating autoregressive inference by parallelizing token generation through a draft-then-verify paradigm. However,…
Predicting Road Crossing Behaviour using Pose Detection and Sequence Modelling
Subhasis Dasgupta, Preetam Saha, Agniva Roy +1
The world is constantly moving towards AI based systems and autonomous vehicles are now reality in different parts of the world. These vehicles require sensors and cameras to detec…
Hierarchical Verification of Speculative Beams for Accelerating LLM Inference
Jaydip Sen, Harshitha Puvvala, Subhasis Dasgupta
Large language models (LLMs) have achieved remarkable success across diverse natural language processing tasks but face persistent challenges in inference efficiency due to their a…
Determination Of Structural Cracks Using Deep Learning Frameworks
Subhasis Dasgupta, Jaydip Sen, Tuhina Halder
Structural crack detection is a critical task for public safety as it helps in preventing potential structural failures that could endanger lives. Manual detection by inexperienced…
Multi-Amateur Contrastive Decoding for Text Generation
Jaydip Sen, Subhasis Dasgupta, Hetvi Waghela
Contrastive Decoding (CD) has emerged as an effective inference-time strategy for enhancing open-ended text generation by exploiting the divergence in output probabilities between…
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs
Jaydip Sen, Saptarshi Sengupta, Subhasis Dasgupta
This chapter explores advancements in decoding strategies for large language models (LLMs), focusing on enhancing the Locally Typical Sampling (LTS) algorithm. Traditional decoding…
Adversarial Text Generation with Dynamic Contextual Perturbation
Hetvi Waghela, Jaydip Sen, Sneha Rakshit +1
Adversarial attacks on Natural Language Processing (NLP) models expose vulnerabilities by introducing subtle perturbations to input text, often leading to misclassification while m…
Understanding the Impact of News Articles on the Movement of Market Index: A Case on Nifty 50
Subhasis Dasgupta, Pratik Satpati, Ishika Choudhary +1
In the recent past, there were several works on the prediction of stock price using different methods. Sentiment analysis of news and tweets and relating them to the movement of st…
A Comparative Study of Hyperparameter Tuning Methods
Subhasis Dasgupta, Jaydip Sen
The study emphasizes the challenge of finding the optimal trade-off between bias and variance, especially as hyperparameter optimization increases in complexity. Through empirical…
Analyzing Consumer Reviews for Understanding Drivers of Hotels Ratings: An Indian Perspective
Subhasis Dasgupta, Soumya Roy, Jaydip Sen
In the internet era, almost every business entity is trying to have its digital footprint in digital media and other social media platforms. For these entities, word of mouse is al…
Detecting Car Speed using Object Detection and Depth Estimation: A Deep Learning Framework
Subhasis Dasgupta, Arshi Naaz, Jayeeta Choudhury +1
Road accidents are quite common in almost every part of the world, and, in majority, fatal accidents are attributed to over speeding of vehicles. The tendency to over speeding is u…
Information Security and Privacy in the Digital World: Some Selected Topics
Jaydip Sen, Joceli Mayer, Subhasis Dasgupta +16
In the era of generative artificial intelligence and the Internet of Things, while there is explosive growth in the volume of data and the associated need for processing, analysis,…
A Portfolio Rebalancing Approach for the Indian Stock Market
Jaydip Sen, Arup Dasgupta, Subhasis Dasgupta +1
This chapter presents a calendar rebalancing approach to portfolios of stocks in the Indian stock market. Ten important sectors of the Indian economy are first selected. For each o…