Patrick Chan | Trustworthy AI Systems Lab (TAS Lab)

Patrick Chan | Trustworthy AI Systems Lab (TAS Lab)https://tas-lab.org/author/patrick-chan/Patrick ChanHugo Blox Builder (https://hugoblox.com)en-usWed, 06 May 2026 00:00:00 +0000https://tas-lab.org/media/icon_hu_ec961d71fd4b62b8.pngPatrick Chanhttps://tas-lab.org/author/patrick-chan/Machine Learning and Trustworthy AIhttps://tas-lab.org/teaching/machine-learning-and-trustworthy-ai/Wed, 06 May 2026 00:00:00 +0000https://tas-lab.org/teaching/machine-learning-and-trustworthy-ai/<p>This seed teaching page establishes the structure for future TAS Lab course content.</p> <p>Typical content to add later includes:</p> <ul> <li>course overview and objectives</li> <li>weekly schedule and reading list</li> <li>slides, assignments, and reference material</li> <li>links to course websites or learning platforms</li> </ul>Trustworthy Machine Learning Systemshttps://tas-lab.org/project/trustworthy-machine-learning-systems/Wed, 06 May 2026 00:00:00 +0000https://tas-lab.org/project/trustworthy-machine-learning-systems/<p>This seed project page defines the structure that TAS Lab will use for future project documentation.</p> <p>Current themes include:</p> <ul> <li>adversarial robustness and secure learning</li> <li>trustworthy perception for intelligent systems</li> <li>dependable deployment of machine learning models</li> </ul> <p>Project repositories, demos, and linked publications can be added as the project portfolio grows.</p>A concealed poisoning attack to reduce deep neural networks' robustness against adversarial sampleshttps://tas-lab.org/publication/2022-concealed-poisoning-attack-robustness/Sat, 01 Jan 2022 00:00:00 +0000https://tas-lab.org/publication/2022-concealed-poisoning-attack-robustness/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Progressive editing with stacked Generative Adversarial Network for multiple facial attribute editinghttps://tas-lab.org/publication/2022-progressive-editing-stacked-gan-facial-attribute-editing/Sat, 01 Jan 2022 00:00:00 +0000https://tas-lab.org/publication/2022-progressive-editing-stacked-gan-facial-attribute-editing/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Unsupervised Domain Adaptation for Gesture Identification against Electrode Shifthttps://tas-lab.org/publication/2022-unsupervised-domain-adaptation-gesture-identification/Sat, 01 Jan 2022 00:00:00 +0000https://tas-lab.org/publication/2022-unsupervised-domain-adaptation-gesture-identification/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Class-Specific Affinity based Weakly Supervised Semantic Segmentation with Neutral Region Explorationhttps://tas-lab.org/publication/2021-class-specific-affinity-semantic-segmentation/Fri, 01 Jan 2021 00:00:00 +0000https://tas-lab.org/publication/2021-class-specific-affinity-semantic-segmentation/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Distribution-based Adversarial Filter Feature Selection against Evasion Attackhttps://tas-lab.org/publication/2021-distribution-based-adversarial-filter-feature-selection/Fri, 01 Jan 2021 00:00:00 +0000https://tas-lab.org/publication/2021-distribution-based-adversarial-filter-feature-selection/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Dynamic fusion for ensemble of deep Q-networkhttps://tas-lab.org/publication/2021-dynamic-fusion-ensemble-deep-q-network/Fri, 01 Jan 2021 00:00:00 +0000https://tas-lab.org/publication/2021-dynamic-fusion-ensemble-deep-q-network/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Robustness analysis of classical and fuzzy decision trees under adversarial evasion attackhttps://tas-lab.org/publication/2021-robustness-classical-fuzzy-decision-trees/Fri, 01 Jan 2021 00:00:00 +0000https://tas-lab.org/publication/2021-robustness-classical-fuzzy-decision-trees/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Transfer learning based countermeasure against label flipping poisoning attackhttps://tas-lab.org/publication/2021-transfer-learning-label-flipping-poisoning-attack/Fri, 01 Jan 2021 00:00:00 +0000https://tas-lab.org/publication/2021-transfer-learning-label-flipping-poisoning-attack/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>Weakly Supervised Semantic Segmentation with Patch-Based Metric Learning Enhancementhttps://tas-lab.org/publication/2021-weakly-supervised-semantic-segmentation-patch-based-metric-learning-enhancement/Fri, 01 Jan 2021 00:00:00 +0000https://tas-lab.org/publication/2021-weakly-supervised-semantic-segmentation-patch-based-metric-learning-enhancement/<p>Representative publication listed on Patrick Chan’s faculty profile page.</p>