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20242026
most citedRobust Image Classification: Defensive Strategies against FGSM and PGD Adversarial Attacks

26 citations · 48 across the 15 of their papers we have counts for

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5 papers · 1 filter

cs.CL2025★ 1 cited

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…

cs.CL2025

Context-Enhanced Contrastive Search for Improved LLM Text Generation

Jaydip Sen, Rohit Pandey, Hetvi Waghela

Recently, Large Language Models (LLMs) have demonstrated remarkable advancements in Natural Language Processing (NLP). However, generating high-quality text that balances coherence…

cs.CL2024

Semantic Stealth: Adversarial Text Attacks on NLP Using Several Methods

Roopkatha Dey, Aivy Debnath, Sayak Kumar Dutta +4

In various real-world applications such as machine translation, sentiment analysis, and question answering, a pivotal role is played by NLP models, facilitating efficient communica…

cs.CL2024★ 1 cited

Generative AI-Based Text Generation Methods Using Pre-Trained GPT-2 Model

Rohit Pandey, Hetvi Waghela, Sneha Rakshit +5

This work delved into the realm of automatic text generation, exploring a variety of techniques ranging from traditional deterministic approaches to more modern stochastic methods.…

cs.CL2024★ 3 cited

A Modified Word Saliency-Based Adversarial Attack on Text Classification Models

Hetvi Waghela, Sneha Rakshit, Jaydip Sen

This paper introduces a novel adversarial attack method targeting text classification models, termed the Modified Word Saliency-based Adversarial At-tack (MWSAA). The technique bui…