Sitemap

A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.

Pages

Posts

PyTorch from Scratch

5 minute read

Published:

Use PyTorch to build your neural network.

Neural Architecture Search: A Survey

4 minute read

Published:

Elsken, Thomas, Jan Hendrik Metzen, and Frank Hutter. “Neural architecture search: A survey.” The Journal of Machine Learning Research 20.1 (2019): 1997-2017.

Deep Learning from Scratch

6 minute read

Published:

Neural Networks and Deep Learning & Improving Deep Neural Networks: Hyperparameter, Tuning, Regularization and Optimization

portfolio

publications

A Parallel Gannet Optimization Algorithm with Communication Strategies (PGOA)

Published in The 18th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, 2023

Meta-heuristic algorithms have gained remarkable success in solving complex and large-scale problems. However, as the dimension of the problem increases, their elaborate implementations may lead to lower convergence speed and struggle with local optima easily. In this paper, a parallel Gannet Optimization Algorithm (GOA) with two novel communication strategies is proposed, and comparisons with the original GOA on 13 100-dimension benchmark functions are committed. Comprehensive experimental results indicate that the improved algorithm outperforms the original algorithm in not only better escaping local optima but also shorter running time.

Recommended citation: Su, Jing-Bo, et al. "A Parallel Gannet Optimization Algorithm with Communication Strategies (PGOA)." International Conference on Intelligent Information Hiding and Multimedia Signal Processing. Singapore: Springer Nature Singapore, 2022.

Enhancing Adversarial Attacks through Chain of Thought

Published in , 2024

This paper enhances adversarial attacks on aligned LLMs by integrating chain of thought prompts with the greedy coordinate gradient technique, improving attack robustness and transferability, and evaluating harmful interactions using Llama Guard.

Recommended citation: Jingbo Su. "Enhancing Adversarial Attacks through Chain of Thought."

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.