PABBO: Preferential Amortized Black-Box Optimization

Authors: Zhang, Xinyu, Huang, Daolang, Kaski, Samuel, Martinelli, Julien

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2503.00924

Amortized Bayesian Experimental Design for Decision-Making

Authors: Huang, Daolang, Guo, Yujia, Acerbi, Luigi, Kaski, Samuel

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2411.02064

Amortized Probabilistic Conditioning for Optimization, Simulation and Inference

Authors: Chang, Paul E., Loka, Nasrulloh, Huang, Daolang, Remes, Ulpu, Kaski, Samuel, Acerbi, Luigi

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.15320

Cost-aware simulation-based inference

Authors: Bharti, Ayush, Huang, Daolang, Kaski, Samuel, Briol, François-Xavier

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Statistics - Computation

Access URL: http://arxiv.org/abs/2410.07930

Practical Equivariances via Relational Conditional Neural Processes

Authors: Huang, Daolang, Haussmann, Manuel, Remes, Ulpu, John, ST, Clarté, Grégoire, Luck, Kevin Sebastian, Kaski, Samuel, Acerbi, Luigi

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2306.10915

Learning Robust Statistics for Simulation-based Inference under Model Misspecification

Authors: Huang, Daolang, Bharti, Ayush, Souza, Amauri, Acerbi, Luigi, Kaski, Samuel

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Statistics - Computation

Access URL: http://arxiv.org/abs/2305.15871

Bayesian Optimization Augmented with Actively Elicited Expert Knowledge

Authors: Huang, Daolang, Filstroff, Louis, Mikkola, Petrus, Zheng, Runkai, Kaski, Samuel

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2208.08742

Sequential Convolution and Runge-Kutta Residual Architecture for Image Compressed Sensing
16th European conference on computer vision, ECCV (Online)

Authors: Zheng, Runkai, Zhang, Yinqi, Huang, Daolang, Chen, Qingliang

Source: Lecture notes in computer science. 12354:232-248

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN606481911&indx=1&recIds=ETOCCN606481911