Publications

Cascaded transformer U-Nets with Frequency Mining for multi-contrast MRI reconstruction from k-space (MICCAI-style benchmarks). Emphasizes robustness across contrasts and acceleration factors with artifact mitigation and strong generalization.

Latent-space diffusion + neural multi-objective BO for inverse-designing 2D airfoils, balancing lift–drag while encouraging novelty; large-batch acquisition improves Pareto diversity.

FinBERT sentiment fused with PPO-LSTM; reached 134.39% cumulative return and 1.46 Sharpe, outperforming DJIA, Ensemble, and PPO baselines, with risk-aware reward shaping and rolling-window evaluation.

SincNet-based gait classification with post-hoc filter clustering to surface medically relevant frequency bands; achieved 98.7% accuracy with interpretable components.

Role-optimized agents (goalkeeping, defense, teamwork) in the 2D Simulation League; team placed 2nd at IranOpen 2023.