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Cuong Nguyen

@probabilita

Lecturer at Centre for Vision, Speech and Signal Processing, University of Surrey

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21.02.2025
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Latest posts by Cuong Nguyen @probabilita

I'm recruiting a PhD student to work on human-AI collaboration and multi-agent consensus by exploring communication protocols from AI debate to hybrid human-AI systems. This studentship is for UK home students. Deadline is: 20/3/2026.

08.03.2026 12:48 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Congrat Wenjie for his first PhD paper on multi-rater learning (MRL): "Reciprocal Teaching: Dynamic multi-model teacher-student learning for multiple noisy annotations" accepted at WACV 2026. The main idea is to integrate noisy label learning into MRL.

06.03.2026 18:27 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Congrat Arpit for the acceptance of his article "PASS: Peer-agreement based sample selection for training with instance dependent noisy labels" (doi.org/10.1016/j.im...) on Image and Vision Computing. This paper proposes a new way to select samples for training on datasets with noisy labels.

02.02.2026 08:30 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Coverage-Constrained Human-AI Cooperation with Multiple Experts Human-AI cooperative classification (HAI-CC) approaches aim to develop hybrid intelligent systems that enhance decision-making in various high-stakes real-world scenarios by leveraging both human expe...

Congratulate Zheng for his AAAI 2026 paper "Coverage-constrained human-AI cooperation with multiple experts" (arxiv.org/abs/2411.11976) that frames the human-AI collaboration as a constrained optimisation trading off between efficiency and effectiveness, and employs penalty method to optimise.

21.01.2026 09:50 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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GitHub - cnguyen10/pl2d: Probabilistic learning to defer Probabilistic learning to defer. Contribute to cnguyen10/pl2d development by creating an account on GitHub.

Our implementation in Jax can be found on Github at github.com/cnguyen10/pl2d

21.02.2025 11:26 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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PecMan Project Project Overview Current generic AI models for mammogram analysis provide biased results for patients and inflexible analysis for radiologists, reducing patients’ and radiologists’ trust in such model...

This research is a part of the PecMan project (sites.google.com/view/pecmanp...) funded by EPSRC - UKRI, led by Professor Gustavo Carneiro from CVSSP - University of Surrey, and in collaboration with Dr Toan Do from @monashuniversity.bsky.social

21.02.2025 11:26 πŸ‘ 1 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

A workload constraint is also integrated into, allowing the system to distribute workload evenly across all experts (otherwise, the system will not learn and defer all samples to the best team member, causing unfairness and burnout).

21.02.2025 11:26 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

This paper addresses the problem of missing annotations made by human experts, meaning that each human expert annotates only a part of the training dataset.

21.02.2025 11:26 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Probabilistic Learning to Defer: Handling Missing Expert... Recent progress in machine learning research is gradually shifting its focus towards *human-AI cooperation* due to the advantages of exploiting the reliability of human experts and the efficiency...

Excited to share that our research in "Probabilistic learning to defer" (openreview.net/forum?id=zl0...) has been accepted as an oral presentation at #ICLR2025.

21.02.2025 11:26 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0