Aitchison, Laurence

With or without you: predictive coding and Bayesian inference in the brain

Aitchison, L., & Lengyel, M. (2017) · Current Opinion in Neurobiology

Embodied and Extended CognitionNeural dynamics and brain function

Cited by 308

Confidence matching in group decision-making

Bang, D., Aitchison, L., Moran, R., Herce Castanon, S., Rafiee, B., Mahmoodi, A., Lau, J. Y. F., Latham, P. E., Bahrami, B., & Summerfield, C. (2017) · Nature Human Behaviour

Decision-Making and Behavioral EconomicsExperimental Behavioral Economics Studies

Cited by 141

Doubly Bayesian Analysis of Confidence in Perceptual Decision-Making

Aitchison, L., Bang, D., Bahrami, B., & Latham, P. E. (2015) · PLOS Computational Biology

Visual perception and processing mechanismsDecision-Making and Behavioral Economics

Cited by 131

A Self-Improving Coding Agent

Robeyns, M., Szummer, M., & Aitchison, L. (2025) · arXiv

Software Engineering ResearchAI-based Problem Solving and Planning

Cited by 117

The Hamiltonian Brain: Efficient Probabilistic Inference with Excitatory-Inhibitory Neural Circuit Dynamics

Aitchison, L., & Lengyel, M. (2016) · PLOS Computational Biology

Neural dynamics and brain functionVisual perception and processing mechanisms

Cited by 67

Ministral 3

Liu, A. H., Khandelwal, K., Subramanian, S., Jouault, V., Rastogi, A., Sadé, A., Jeffares, A., Jiang, A., Cahill, A., Gavaudan, A., et al. (2026) · arXiv

Topic ModelingAdvanced Neural Network Applications

Cited by 64

Questionable practices in machine learning

Leech, G., Vazquez, J. J., Kupper, N., Yagudin, M., & Aitchison, L. (2024) · arXiv

Academic integrity and plagiarismEthics and Social Impacts of AI

Cited by 21

Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes

Ober, S. W., & Aitchison, L. (2020) · arXiv

Gaussian Processes and Bayesian InferenceAdversarial Robustness in Machine Learning

Cited by 20

Instruction Tuning With Loss Over Instructions

Shi, Z., Yang, A., Wu, B., Aitchison, L., Yilmaz, E., & Lipani, A. (2024) · Advances in Neural Information Processing Systems 37

Topic ModelingDomain Adaptation and Few-Shot Learning

Cited by 13

Human-inspired Perspectives: A Survey on AI Long-term Memory

He, Z., Lin, W., Zheng, H., Zhang, F., Jones, M. W., Aitchison, L., Xu, X., Liu, M., Kristensson, P. O., & Shen, J. (2024) · arXiv

AI-based Problem Solving and PlanningPsychiatry, Mental Health, Neuroscience

Cited by 3

Scale-invariant attention

Anson, B., Wang, X., & Aitchison, L. (2025) · Advances in Neural Information Processing Systems 38

Visual Attention and Saliency DetectionVisual perception and processing mechanisms

Cited by 0

Position: Don't Use the CLT in LLM Evals With Fewer Than a Few Hundred Datapoints

Bowyer, S., Aitchison, L., & Ivanova, D. R. (2025) · arXiv

Topic ModelingAdversarial Robustness in Machine Learning

Cited by 0