4 papers
PolyLingua: Margin-based Inter-class Transformer for Robust Cross-domain Language Detection
Ali Lotfi Rezaabad, Bikram Khanal, Shashwat Chaurasia +5
Language identification is a crucial first step in multilingual systems such as chatbots and virtual assistants, enabling linguistically and culturally accurate user experiences. E…
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise
Bikram Khanal, Pablo Rivas
Quantum machine learning offers a transformative approach to solving complex problems, but the inherent noise hinders its practical implementation in near-term quantum devices. Thi…
Generalization Error Bound for Quantum Machine Learning in NISQ Era -- A Survey
Bikram Khanal, Pablo Rivas, Arun Sanjel +3
Despite the mounting anticipation for the quantum revolution, the success of Quantum Machine Learning (QML) in the Noisy Intermediate-Scale Quantum (NISQ) era hinges on a largely u…
NLP-Guided Synthesis: Transitioning from Sequential Programs to Distributed Programs
Arun Sanjel, Bikram Khanal, Greg Speegle +1
As the need for large-scale data processing grows, distributed programming frameworks like PySpark have become increasingly popular. However, the task of converting traditional, se…