Publications

Welcome to my publications page. Here you can find my peer-reviewed articles, conference proceedings, and preprints focused on cross-modal learning, adversarial machine learning, and contrastive training systems.

Recent Highlights

Key Research Contributions

  • ICLR Tiny Contrastive Learning: Advanced contrastive learning methods for resource-constrained environments

  • PICTAR: Probe Informed Contrastive Training for Adversarial Robustness: Novel approach combining probing techniques with contrastive training for improved adversarial robustness

  • Improving PGN Attacks with Unsupervised Training: Innovative unsupervised methods for enhancing adversarial attack effectiveness

  • NLDB BertScore Evaluation: Comprehensive evaluation framework for BERT-based semantic similarity metrics

  • 8-Bit LSA Implementation: Efficient low-precision implementation of Latent Semantic Analysis for resource optimization

Research Focus Areas

My research centers on cross-modal multi-encoder systems with particular emphasis on:

  • Contrastive learning and self-supervised representation learning

  • Adversarial robustness and attack methodologies

  • Multi-modal learning across vision and language domains

  • Efficient optimization for machine learning systems

  • Semantic analysis and natural language understanding

Publication Categories

Research Impact & Recognition

Conference Presentations

  • ICLR (International Conference on Learning Representations): Contrastive learning research

  • NLDB (Natural Language Processing and Information Systems): BertScore evaluation framework

  • CVPR: Computer vision and multi-modal learning contributions

Academic Collaborations

  • GCHQ Research Partnership: Primary academic partner for cross-modal knowledge extraction research

  • Lancaster University: PhD research in cross-modal multi-encoder systems

  • International Collaborations: Active research partnerships in machine learning and optimization

External Profiles

For complete publication details including abstracts, citations, and related code repositories, please see the individual category pages.

PhD Thesis: β€œEvaluating understanding in cross-modal multi-encoder systems” (Lancaster University, 2020-2025)

Last updated: Sep 16, 2025