Projects & Research

Selected scientific projects, evolutionary optimization algorithms, multimodal architectures, and security frameworks.

Biomechanics & Inverse Problems

Inverse problem resolution for identifying latent constitutive parameters $(\alpha, \beta, D, E)$ in brain white matter using regularized CPSO.

Fractional Calculus CPSO Inverse Solver Digital Twin MRI Manifolds

Optimization & HPC

Parallel SPMD framework for Large-Scale Global Optimization featuring exact Differential Grouping decomposition and Sliding Windows.

SPMD CPSO GNBG-III Python

SemEval Top 10

Unified multi-task pipeline for binary detection, LLM attribution, and mixed-source decomposition with high Out-of-Distribution robustness.

LLM Forensics Transformers OOD Robustness

IEEE MetroLivEnv '26

Audio-visual emotion recognition engine using VideoMAE and WavLM representations with CPSO-tuned CatBoost classifiers.

VideoMAE WavLM CatBoost Late Fusion

Biometrics & Deep Learning

End-to-end biometric pipeline with Self-Supervised Learning, UNet++ segmentation, CPSO threshold optimization, and RANSAC geometric matching.

UNet++ CPSO SSL Embeddings RANSAC

Research Fellowship

Continuous water leakage forecasting in urban distribution networks using sequential LSTM neural nets optimized via Island-CPSO.

LSTM Island-CPSO Hydro-Informatics

Springer LNCS '25

Swarm intelligence heuristics applied to calibrate predictive recurrent neural architectures for urban traffic flow monitoring.

Springer LNCS Traffic Flow CPSO

Audio Machine Learning

PyTorch pipeline for musical instrument recognition from raw audio transformed into Mel-spectrograms.

PyTorch Librosa Spectrograms CNN