187 citations · 482 across the 26 of their papers we have counts for
28 papers
Towards Modality-Agnostic Seizure Classification: A Unified Deep Learning Framework for Heterogeneous EEG and Intracranial EEG Signals
Ramya Sundaram, Muhammad Aslam Jarwar, M Uma +2
Seizure prediction and detection, essential for clinical treatment of epilepsy, remain the crucial task of this neurological disease. EEG and iEEG are widely used to analyze epilep…
-ACT: End-to-End Verifiable Agentic Intent Control for Open 6G RAN
Sunder Ali Khowaja, Kapal Dev, George C. Alexandropoulos
With the progression in open and disaggregated 6G radio access networks, it is expected that the system will be able to host multi-vendors. In order to host multi-vendors, it is es…
Physical-AI: From Channel Awareness to Environmental Intelligence in 6G Wireless Networks
Farooque Hassan Kumbhar, Kapal Dev, Sunder Ali Khowaja +3
Conventional wireless networks rely on instantaneous channel state information (CSI) and react to channel variations without explicitly modeling the physical environment, limiting…
SEAL: An Open, Auditable, and Fair Data Generation Framework for AI-Native 6G Networks
Sunder Ali Khowaja, Kapal Dev, Engin Zeydan +1
AI-native 6G networks promise to transform the telecom industry by enabling dynamic resource allocation, predictive maintenance, and ultra-reliable low-latency communications acros…
Agentic AI for Ultra-Modern Networks: Multi-Agent Framework for RAN Autonomy and Assurance
Sukhdeep Singh, Avinash Bhat, Shweta M +6
The increasing complexity of Beyond 5G and 6G networks necessitates new paradigms for autonomy and assur- ance. Traditional O-RAN control loops rely heavily on RIC- based orchestra…
Framework, Standards, Applications and Best practices of Responsible AI : A Comprehensive Survey
Thippa Reddy Gadekallu, Kapal Dev, Sunder Ali Khowaja +5
Responsible Artificial Intelligence (RAI) is a combination of ethics associated with the usage of artificial intelligence aligned with the common and standard frameworks. This surv…
NTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Results
Zheng Chen, Kai Liu, Jue Gong +108
This paper presents the NTIRE 2025 image super-resolution (4) challenge, one of the associated competitions of the 10th NTIRE Workshop at CVPR 2025. The challenge aims to r…
EdgeAIGuard: Agentic LLMs for Minor Protection in Digital Spaces
Ghulam Mujtaba, Sunder Ali Khowaja, Kapal Dev
Social media has become integral to minors' daily lives and is used for various purposes, such as making friends, exploring shared interests, and engaging in educational activities…
Integration of Agentic AI with 6G Networks for Mission-Critical Applications: Use-case and Challenges
Sunder Ali Khowaja, Kapal Dev, Muhammad Salman Pathan +2
We are in a transformative era, and advances in Artificial Intelligence (AI), especially the foundational models, are constantly in the news. AI has been an integral part of many a…
Advanced Architectures Integrated with Agentic AI for Next-Generation Wireless Networks
Kapal Dev, Sunder Ali Khowaja, Keshav Singh +2
This paper investigates a range of cutting-edge technologies and architectural innovations aimed at simplifying network operations, reducing operational expenditure (OpEx), and ena…
Pathway to Secure and Trustworthy ZSM for LLMs: Attacks, Defense, and Opportunities
Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev +2
Recently, large language models (LLMs) have been gaining a lot of interest due to their adaptability and extensibility in emerging applications, including communication networks. I…
GT-Rain Single Image Deraining Challenge Report
Howard Zhang, Yunhao Ba, Ethan Yang +20
This report reviews the results of the GT-Rain challenge on single image deraining at the UG2+ workshop at CVPR 2023. The aim of this competition is to study the rainy weather phen…
FISTNet: FusIon of STyle-path generative Networks for Facial Style Transfer
Sunder Ali Khowaja, Lewis Nkenyereye, Ghulam Mujtaba +3
With the surge in emerging technologies such as Metaverse, spatial computing, and generative AI, the application of facial style transfer has gained a lot of interest from research…
SelfFed: Self-Supervised Federated Learning for Data Heterogeneity and Label Scarcity in Medical Images
Sunder Ali Khowaja, Kapal Dev, Syed Muhammad Anwar +1
Self-supervised learning in the federated learning paradigm has been gaining a lot of interest both in industry and research due to the collaborative learning capability on unlabel…
ChatGPT Needs SPADE (Sustainability, PrivAcy, Digital divide, and Ethics) Evaluation: A Review
Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev +2
ChatGPT is another large language model (LLM) vastly available for the consumers on their devices but due to its performance and ability to converse effectively, it has gained a hu…
SPIN: Simulated Poisoning and Inversion Network for Federated Learning-Based 6G Vehicular Networks
Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev +1
The applications concerning vehicular networks benefit from the vision of beyond 5G and 6G technologies such as ultra-dense network topologies, low latency, and high data rates. Ve…
AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trends
Muhammad Zawish, Fayaz Ali Dharejo, Sunder Ali Khowaja +4
Since Facebook was renamed Meta, a lot of attention, debate, and exploration have intensified about what the Metaverse is, how it works, and the possible ways to exploit it. It is…
2nd Place Solutions for UG2+ Challenge 2022 -- DNet for Mitigating Atmospheric Turbulence from Images
Sunder Ali Khowaja, Ik Hyun Lee, Jiseok Yoon
This technical report briefly introduces to the DNet proposed by our team "TUK-IKLAB" for Atmospheric Turbulence Mitigation in Challenge at CVPR 2022. In the light…
Industry 5.0 is Coming: A Survey on Intelligent NextG Wireless Networks as Technological Enablers
Shah Zeb, Aamir Mahmood, Sunder Ali Khowaja +5
Industry 5.0 vision, a step toward the next industrial revolution and enhancement to Industry 4.0, envisioned the new goals of resilient, sustainable, and human-centric approaches…
NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video: Dataset, Methods and Results
Ren Yang, Radu Timofte, Meisong Zheng +75
This paper reviews the NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video. In this challenge, we proposed the LDV 2.0 dataset, which includes the…
IIFNet: A Fusion based Intelligent Service for Noisy Preamble Detection in 6G
Sunder Ali Khowaja, Kapal Dev, Parus Khuwaja +4
In this article, we present our vision of preamble detection in a physical random access channel for next-generation (Next-G) networks using machine learning techniques. Preamble d…
Towards Energy Efficient Distributed Federated Learning for 6G Networks
Sunder Ali Khowaja, Kapal Dev, Parus Khuwaja +1
The provision of communication services via portable and mobile devices, such as aerial base stations, is a crucial concept to be realized in 5G/6G networks. Conventionally, IoT/ed…
Get your Foes Fooled: Proximal Gradient Split Learning for Defense against Model Inversion Attacks on IoMT data
Sunder Ali Khowaja, Ik Hyun Lee, Kapal Dev +2
The past decade has seen a rapid adoption of Artificial Intelligence (AI), specifically the deep learning networks, in Internet of Medical Things (IoMT) ecosystem. However, it has…
Multimodal-Boost: Multimodal Medical Image Super-Resolution using Multi-Attention Network with Wavelet Transform
Fayaz Ali Dharejo, Muhammad Zawish, Farah Deeba Yuanchun Zhou +3
Deep learning based single image super resolution (SISR) algorithms has revolutionized the overall diagnosis framework by continually improving the architectural components and tra…