5 papers
Mirage: Unveiling Hidden Artifacts in Synthetic Images with Large Vision-Language Models
Pranav Sharma, Shivank Garg, Durga Toshniwal
Recent advances in image generation models have led to models that produce synthetic images that are increasingly difficult for standard AI detectors to identify, even though they…
Improving Multi-Domain Task-Oriented Dialogue System with Offline Reinforcement Learning
Dharmendra Prajapat, Durga Toshniwal
Task-oriented dialogue (TOD) system is designed to accomplish user-defined tasks through dialogues. The TOD system has progressed towards end-to-end modeling by leveraging pre-trai…
Modeling Text-Label Alignment for Hierarchical Text Classification
Ashish Kumar, Durga Toshniwal
Hierarchical Text Classification (HTC) aims to categorize text data based on a structured label hierarchy, resulting in predicted labels forming a sub-hierarchy tree. The semantics…
Unveiling Themes in Judicial Proceedings: A Cross-Country Study Using Topic Modeling on Legal Documents from India and the UK
Krish Didwania, Durga Toshniwal, Amit Agarwal
Legal documents are indispensable in every country for legal practices and serve as the primary source of information regarding previous cases and employed statutes. In today's wor…
Snowy Scenes,Clear Detections: A Robust Model for Traffic Light Detection in Adverse Weather Conditions
Shivank Garg, Abhishek Baghel, Amit Agarwal +1
With the rise of autonomous vehicles and advanced driver-assistance systems (ADAS), ensuring reliable object detection in all weather conditions is crucial for safety and efficienc…