Upcoming Work
What we are working on now
Submission-pending papers and ongoing projects — the active pipeline of Nauman Irshad Lab.
4
Papers pending / under review
5
Projects in progress
9
Total active items
Papers
Conference & journal — submission pending
Manuscripts submitted or under review. Decisions are pending.
PaperSubmission pending / under reviewCARE-GATE: Cost-Aware Uncertainty Gating for Digital Twin based IoT Intrusion Response
Conference · Conference 2026 · 2026
Conference manuscript · Digital Twin IoT intrusion response
PaperSubmission pending / under reviewCXG-DT: Confidence- and Explanation-Gated Digital Twin Response for IoT Intrusion Handling
Conference · ICETCONF 2026 · 2026
ICET / International Conference on Emerging Technologies (CMT submission)
PaperSubmission pending / under reviewPoseDepth-CMP: A Comparative Analysis of OpenPose COCO and MPI Keypoint Models for Contour-Guided Monocular Person Depth Estimation with Adaptive Selection
Journal · Journal (under review) · 2026
Journal manuscript · Computer Vision / Pose & Depth
PaperSubmission pending / under reviewHybrid Approaches to Semantic Text Understanding: Bridging Traditional NLP and Deep Learning
Conference · Conference 2025 · 2025
Conference manuscript · Semantic NLP
Projects
Projects currently in progress
Systems and research stacks we are still building or revising.
ProjectUnder review — linked manuscript pendingCXG-DT · Confidence- and Explanation-Gated Digital Twin IoT Response
Digital Twin response framework for IoT intrusion handling with calibrated confidence, selective SHAP and gated monitor / throttle / isolate actions.
ProjectUnder review — linked manuscript pendingCARE-GATE · Cost-Aware Uncertainty Gating for DT Intrusion Response
Cost-aware response policy that combines detector confidence, explanation stability and Digital Twin residuals before choosing monitor, throttle or isolate.
ProjectUnder review — linked manuscript pendingPoseDepth-CMP · OpenPose COCO vs MPI for Person Depth Estimation
Locked-seed comparison of OpenPose COCO and MPI keypoint models inside a contour-guided monocular person depth pipeline, with adaptive model selection.
ProjectCurrently working — ongoingSmart Fitao AI · Cloth Size Prediction, 3D Try-On & Seller Studio (FYP)
AI-powered cloth size prediction for tailors, 3D virtual try-on, a 24/7 chatbot with 3D product recommendations, and a seller 3D studio — presented at LCCI.
ProjectCurrently working — ongoingCodeVista · 3D Runner Learning Lab
Interactive student coding platform with XP progress, weekly programs and a live 3D runner — Pause, Next, Replay and Run for hands-on practice.
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