همایش بین المللی هوش مصنوعی

صفحه اصلی / اولین همایش بین المللی هوش مصنوعی

Efficient and Accurate Fairness Verification for Quantum Variational Circuits

نویسندگان :

Sajjad Hashemian Meymandi¹ Mohammad Saeed Arvenaghi²

1- Faculty of Mathematics, Statistics and Computer Science University of Tehran 2- Faculty of Mathematics and Computer Science Iran University of Science & Technology

کلمات کلیدی :

Fairness Verification،Quantum Variational Circuits،Quantum Machine Learning

چکیده :

We propose a formal framework for fairness verification in Quantum Machine Learning models, specifically focusing on Quantum Variational Circuits. Our approach improves upon existing methods by simplifying the fairness verification process by formulating the problem as convex programming. We present a theorem establishing that the fairness of a QVC can be verified by calculating the Lipschitz constant of the decision model. Our results provide a more efficient algorithm for fairness verification, applicable to larger quantum systems.

لیست مقالات

لیست مقالات بایگانی شده

White blood cell image analysis using CNN model

Fahimeh Jahanbakhshi - Hamid Latifi

A Novel Fixed-Parameter Activation Function for Neural Networks: Enhanced Accuracy and Convergence on MNIST

Najmeh Hosseinipour-Mahani - Amirreza Jahantab

Deep Learning in Healthcare: Focusing on Interpretability and Data Quality Challenges for Enhanced Disease Detection

Mahsa Yaghoobi - Abbas Mirzaei - Babak Nouri-Moghaddam

A Hybrid Approach for Intrusion Detection in Computer Systems Using Optimized Deep Neural Networks

Yousef Nahi Salman - Maral Kolahkaj

Damage Prediction of RC Columns Using Machine Learning Algorithms

Amirali Abdolmaleki - Shima Mahboubi

Development and Validation of the Comprehensive Persian Social Perception Dictionary using a Semi-automated Method

Ali Heirani-Tabas - Pegah Nejat - Mehrnoosh Shamsfard - Sina Mahmudian

A Deep Reinforcement Learning Approach to Automated Stock Trading, using xLSTM Networks

Faezeh Sarlakifar - Mohammadreza Mohammadzadeh Asl - Sajjad Rezvani Khaledi - Armin Salimi-Badr

An Overview of the Application of Artificial Intelligence in Schools

Javad Pourkrimi - Zahra Ali Akbari

The Role of Ethics in Autonomous Decision Making: Advancements in Artificial Moral Agents

Fatemeh Ghazali - Touraj BaniRostam - MirMohsen Pedram

A Systematic Review of Deep Learning Applications in Parkinson’s Disease Research

Masoud Kaviani - Ahmadreza Samimi - Arman Gharehbaghi - Alireza Jahanbakhsh

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.4