Mahinthan Chandramohan is a notable inventor based in Mansfield, Australia. He has made significant contributions to the fields of machine learning and software security, holding a total of six patents. His innovative work focuses on developing advanced programming language models and enhancing code vulnerability detection methods.

Latest Patents

One of Mahinthan's latest patents involves developing a programming language model for machine learning tasks. This method includes adjusting a token list to incorporate a language token used by a tokenizer for a pretrained language model. The pretrained language model consists of a set of layers, including initial layers, an embedding layer, and an output layer. The method also entails modifying the output layer to replace the output vector with the embedding vector. Additionally, it involves freezing the initial layers to create a set of frozen layers that remain unchanged during training. The pretrained language model is then trained using the language token, the output layer modification, and the frozen layers to produce a fine-tuned model.

Another significant patent focuses on code vulnerability detection and validation. This method includes obtaining a set of patches from at least one code repository for a vulnerability record of a software component. It applies the patches to create a modified set of code files and infers a vulnerable code section set based on these modified files. The method further involves validating a version in a vulnerable version list as having the vulnerable code section set and processing a target software using this set.

Career Highlights

Mahinthan currently works at Oracle International Corporation, where he continues to push the boundaries of technology through his innovative research and development efforts. His work has garnered attention for its practical applications in enhancing machine learning capabilities and improving software security.

Collaborations

Mahinthan collaborates with esteemed colleagues, including Robert James Wall and Padmanabhan Krishnan. Their combined expertise contributes to the advancement of their projects and the overall success of their initiatives.

Conclusion

Mahinthan Chandramohan is a prominent figure in the realm of technology, particularly in machine learning and code security. His patents reflect his commitment to innovation and his ability to address complex challenges in the software industry. His contributions are paving the way for future advancements in these critical areas.

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