Privacy Protection and Security Defense of Federated Learning Big Data Based on Differential Privacy

Jinmei Li

#Differential privacy #federated learning #DCT #data protection #security defense

Adaptive Load Balancing in Multi-Cloud Systems Using ResFedLB for Load Balancing and RL-COSCoati with Fuzzy Fault Management

Damodhar MummiReddy,Choda Durga Venkata Subba Rao

#Multi -cloud load balancing #federated learning #ResFedLB #workload forecast ing #task scheduling #RL -COSCoati #fault identification

KG4RSV: Towards Knowledge Graph -driven Specification and Validation of ML Dataset Quality Requirements: Case Study on e -ICU dataset

Ziad NASRI,Samir SELLAMI,Chabane DJEDDI,Taoufiq DKAKI,Nacereddine ZAROUR,Pierre-Jean Charrel

#Artificial intelligence #AI/ML -dataset #dataset quality requirements #requirements specification and validation #knowledge graphs #requirements engineering

Assessing the Effectiveness of LLMs as Autonomous Solvers for University Course Timetabling

Basma Alharbi

#Automated scheduling #combinatorial optimization #constraint satisfaction problems #curriculum-based course timetabling #ITC-2007 benchmark #large language models

From Roots to Tweets: Leveraging Linguistic Features for Arabic Social Media Content Classification

Hamda Slimi,Ibrahim Bounhas

#Arabic tweet classification #graph representation learning #machine learning #knowledge graphs #heteregenous graphs.

MeL-ReHS2LSTM: A Multimodal Semantic Retrieval Framework with Fuzzy Ranking and Lightweight Caption Parsing

Shaik Asha,Sajja Tulasi Krishna

#Caption retrieval #deep learning #fuzzy inference system #image captioning #multimodal dataset #semantic search #string matching

Graph Convolutional Networks for Email Sentiment Analysis: A Joint Modeling Framework Integrating Behavioral and Linguistic Features

Rongli Tang

#GCN #email sentiment analysis #joint modeling #behavioral features #sentiment classification

Automated Detection of Albanian Gegë and Toskë Dialects Through Classical and Deep-Learning Classifiers

Eliot Bytyçi,Enda Alidema,Jetmir Gjoni,Trime Ismajli

#Albanian language dialects #natural language processing #machine learning #deep learning

Cognitive-Fuzzy Learning System-Based University English Smart Classroom Teaching Design and Application

Ningyi Lai

#Real -time teaching strategies #cognitive -fuzzy learning systems #smart classrooms #adaptive learning model #fuzzylogic in education #university english teaching #language education technolog y

Adversarially-Resilient Deep Learning Framework for Detecting Evasive Cyber Threats in Network Traffic

Nasser Alsharif

#adversarial #deep Learning #IDS #network traffic #cyber threats

Towards Resilient Distributed Computing: A Self-Healing Fault Tolerance Framework Using Hybrid AI Models

Mohd Haroon, Zeeshan Ali Siddiqui, Mohammad Husain, Arshad Ali

#Fault tolerance # LSTM # Q -learning # self -healing systems # distributed computing # reinforcement learning # system resilience # MTTR

A Systematic Review of Frameworks, Performance Metrics, and Threat Analysis in Blockchain-based E-Voting Systems

Muthu Meenakshi Ganesan,Sabeen Selvaraj

#Blockchain #blockchain frameworks #electronic voting #consensus #cryptography #scalability #threat analysis

Distilled Transformer for Climate Sentiment Analysis on Social Media

Kun Zhu,Nor Hasliza Md Saad

#Natural language processing #transformer models #sentiment classification #knowledge distillation #social media mining

Machine Learning-Based Forecasting and Optimization of Water and Energy Consumption in GCC Countries: A Path Toward Regional Sustainability

Mohammad Nasar,Mohammad Abu Kausar

#Machine learning #long short-term memory #prophet #arima #water management #energy management #gulf cooperation council #sustainable development #oman vision 2040

A Dual-Stage Lightweight Framework for Detecting Prompt Injections and Harmful Outputs in Large Language Models

Ali Altalbe,Bharathi Mohan Gurusamy

#Large language models #prompt injection detection #response safety filtering #distilbert #bias detection #adversarial prompt mitigation

Optimizing Multimodal RAG Systems for Multilingual Product Support

Mudit Garg,Nandita Namboodiri,Krisha Joshi,Karthik Krishna,Deepali Vora

#Retrieval-augmented generation #multimodal language models #vision-language models #indic languages #AI for technical support

B-PACIoT: A Hybrid Blockchain-Based Framework for Scalable, Secure and Privacy-Preserving EHR Management in IoT-Driven Healthcare

Salma Begum S.,J. Arokia Renjit,Chandrasekar Arumugam

#Blockchain-IoT integration #hybrid blockchain architecture #decentralized EHR management #privacy-preserving access control and healthcare data management

Enhanced IIoT Security: A Hybrid Intrusion Detection Framework Using Signature-Based and Deep Learning Approaches

Komal Bansal,Anita Singhrova

#Deep learning #machine learning #information security #anomaly detection #IIDS #IIoT #GRU #GHA #SOA

A Silicosis-Focused Hybrid Architecture Leveraging Enhanced Segmentation and Feature Based Classification

Shivaanivarsha Natarajan,Kavipriya Periyasamy

#Deep learning #lung disease #silicosis #segmentation #UNet

The Future of Protein Sequence Generation: Performance Assessment Insights

Madhuri Sharma,Abhilasha Singh

#GAN #protein sequences #deep learning #TM score #FID score