Temporal variability of particulate black carbon over Lahore Pakistan by N. Ahmad (5070401)

“…The study highlights the significant contribution of BC to atmospheric aerosol loadings over Lahore, revealing substantial fluctuations across diurnal, daily, monthly, and seasonal scales, and emphasizing the need for effective air pollution control strategies.…”

A Preliminary Assessment of Global CO₂: Spatial Patterns, Temporal Trends, and Policy Implications by Ahmed M. EI Kenawy (17746944)

Development and Validation of a Class Imbalance-Resilient Cardiac Arrest Prediction Framework Incorporating Multiscale Aggregation, ICA and Explainability by Iffa Afsa C M (22304104)

“…Methods: We present the Pareto optimal StrataChron Pyramid Fusion Framework (SPFF) that improves temporal vital signs statistics by capturing long-term dependencies using multi-scale temporal feature aggregation. …”

Detecting Mental Stress using EEG and Deep Learning by Badr, Yara

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Past, present and future global mangrove primary productivity by Mark Chatting (5728340)

“…<p dir="ltr">Mangrove productivity is crucial for the global <u>carbon cycle</u>, yet previous research has mostly focused on small-scale temporal changes or static global patterns, with limited investigation into global or regional temporal trends. …”

Binary-NeRV: Hybrid-Precision Weights Binarization for Efficient Neural Video Representation by Shanableh, Tamer

“…Extensive experiments on standard video sequences demonstrate that selectively binarizing only the deepest layer achieves up to 68–89% reduction in equivalent GFLOPs with reasonable degradation in PSNR and MS-SSIM. Temporal consistency analysis shows that selective binarization preserves temporal stability, while aggressive full-component binarization introduces noticeable flickering artifacts. …”
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Dual-attention Network for View-invariant Action Recognition by Gedamu Alemu Kumie (19273711)

“…The experimental results demonstrate that our proposed approach significantly outperforms state-of-the-art approaches in view-invariant action recognition.…”

EEG-Based Multi-Level Mental State Classification Using Partial Directed Coherence and Graph Convolutional Networks: Impact of Binaural Beats on Stress Mitigation by Badr, Yara

“…BBs significantly improved target detection accuracy by 31.6% and 22.8% for low and high-stress groups, respectively. …”
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