| Spatiotemporal modeling of European paleoclimate using doubly sparse Gaussian processes paper poster | Seth D Axen (Machine Learning ⇌ Science Colaboratory); Alexandra Gessner (University of Tübingen); Christian Sommer (Heidelberg Academy of Sciences and Humanities); Nils Weitzel (University of Tübingen); Alvaro Tejero-Cantero (University of Tübingen) |
| Identifying latent climate signals using sparse hierarchical Gaussian processes paper | Matt Amos (Lancaster University); Thomas Pinder (Lancaster University); Paul Young (Lancaster University) |
| Multi-fidelity experimental design for ice-sheet simulation paper | Pierre Thodoroff (University of Cambridge); Markus Kaiser (University of Cambridge); Rosie Williams (British Antarctic Survey); Robert Arthern (British Antarctic Survey); Scott Hosking (British Antarctic Survey); Neil D Lawrence (University of Cambridge); Ieva Kazlauskaite (University of Cambridge) |
| c-TPE: Generalizing Tree-structured Parzen Estimator with Inequality Constraints for Continuous and Categorical Hyperparameter Optimization paper poster | Shuhei Watanabe (University of Freiburg); Frank Hutter (University of Freiburg) |
| Preferential Bayesian Optimization with Hallucination Believer paper poster | Shion Takeno (Nagoya Institute of Technology); Masahiro Nomura (CyberAgent, Inc.); Masayuki Karasuyama (Nagoya Institute of Technology) |
| Symbolic-Model-Based Reinforcement Learning paper poster | Pierre-Alexandre Kamienny (Facebook AI Research); Sylvain Lamprier (ISIR-SU) |
| An Active Learning Reliability Method for Systems with Partially Defined Performance Functions paper poster | Jonathan C Sadeghi (Five AI Ltd); Romain Mueller (Five.ai); John Redford (Five AI Ltd.) |
| Multi-fidelity Bayesian experimental design using power posteriors paper | Andrew Jones (Princeton University Department of Computer Science); Diana Cai (Princeton University); Barbara Engelhardt (Princeton University) |
| Bayesian Sequential Experimental Design for a Partially Linear Model with a Gaussian Process Prior paper | Shunsuke Horii (Waseda University) |
| Fantasizing with Dual GPs in Bayesian Optimization and Active Learning paper poster | Paul Chang (Aalto University); Prakhar Verma (Aalto University); ST John (Aalto University & Finnish Center for Artificial Intelligence); Victor Picheny (Prowler); Henry B Moss (Secondmind); Arno Solin (Aalto University) |
| Deep Gaussian Process-based Multi-fidelity Bayesian Optimization for Simulated Chemical Reactors paper poster | Tom Savage (Imperial College London); Nausheen Basha (Imperial College London); Omar Matar (Imperial College London); Antonio del Rio Chanona (Imperial College London) |
| Ice Core Dating using Probabilistic Programming paper | Aditya Ravuri (University of Cambridge); Tom Andersson (British Antarctic Survey); Ieva Kazlauskaite (University of Cambridge); William Tebbutt (University of Cambridge); Richard E. Turner (University of Cambridge); Scott Hosking (British Antarctic Survey); Neil D Lawrence (University of Cambridge); Markus Kaiser (University of Cambridge) |
| Scalable Gaussian Process Hyperparameter Optimization via Coverage Regularization paper poster | Killian R Wood (University of Colorado, Boulder); Alec M Dunton (Lawrence Livermore National Labs); Amanda L Muyskens (Lawrence Livermore National Laboratory); Benjamin Priest (Lawrence Livermore National Laboratory) |
| Integrated Fourier Features for Fast Sparse Variational Gaussian Process Regression paper poster | Talay M Cheema (University of Cambridge) |
| Provably Reliable Large-Scale Sampling from Gaussian Processes paper poster | Anthony Stephenson (University of Bristol); Robert Allison (University of Bristol) |
| Uncovering the short-time dynamics of electricity day-ahead markets paper poster | Antonio Malpica Morales (Imperial College London); Serafim Kalliadasis (Imperial College London); Miguel Durán Olivencia (Imperial College London) |
| Distributionally Robust Bayesian Optimization with φ-divergences paper poster | Hisham Husain (Amazon); Vu Nguyen (Amazon); Anton van den Hengel (University of Adelaide) |
| Sparse Bayesian Optimization paper poster | Sulin Liu (Princeton University); Qing Feng (Facebook); David Eriksson (Meta); Benjamin Letham (Facebook); Eytan Bakshy (Meta) |
| Gaussian processes at the Helm(holtz): A better way to model ocean currents paper poster | Renato Berlinghieri (MIT); Tamara Broderick (MIT); Ryan Giordano (MIT); Tamay Ozgokmen (University of Miami); Kaushik Srinivasan (UCLA); Brian L Trippe (MIT); Junfei Xia (University of Miami) |
| Towards Improved Learning in Gaussian Processes: The Best of Two Worlds paper poster | Rui Li (Aalto University); ST John (Aalto University); Arno Solin (Aalto University) |
| HyperBO+: Pre-training a universal hierarchical Gaussian process prior for Bayesian optimization paper poster | Zhou Fan (Harvard University); Xinran Han (Harvard University); Zi Wang (Google) |
| Sequential Gaussian Processes for Online Learning of Nonstationary Functions paper | Michael Zhang (University of Hong Kong); Bianca M Dumitrascu (Princeton University); Sinead A Williamson (UT Austin); Barbara Engelhardt (Princeton University) |
| Gaussian Process Thompson sampling for Bayesian optimization of dynamic masking-based language model pre-training paper poster | Iñigo Urteaga (Columbia University); Moulay Zaidane Draidia (Columbia University); Tomer Lancewicki (Walmart Global Tech); Shahram Khadivi (eBay, Inc.) |
| Gaussian Process Regression for In-vehicle Disconnect Clutch Transfer Function Development paper poster | Huanyi Shui (Ford Motor Co.); Yijing Zhang (Ford Motor Co.); Deepthi Antony (Ford Motor Co.); Devesh Upadhyay (Ford Motor Co.); James McCallum (Ford Motor Co.); Yuji Fujii (Ford Motor Co.); Edward Dai (Ford Motor Co.) |
| Variational Inference for Extreme Spatio-Temporal Matrix Completion paper poster | Charul Paliwal (IIIT Delhi); Pravesh Biyani (IIIT Delhi) |
| Preprocessing Data of Varying Trial Duration with Linear Time Warping to Extend on the Applicability of SNP-GPFA paper poster | Arjan Dhesi (University of Edinburgh); Arno Onken (University of Edinburgh) |
| Are All Training Data Useful? A Empirical Revisit of Subset Selection in Bayesian Optimization paper poster | Peili Mao (University of Electronic Science and Technology of China); Ke Li (University of Exeter) |
| Non-Gaussian Process Regression paper poster | Yaman Kindap (University of Cambridge); Simon Godsill (University of Cambridge) |
| Surrogate-Assisted Evolutionary Multi-Objective Optimization for Hardware Design Space Exploration paper poster | Renzhi Chen (National Innovative Institute of Defense Technology); Ke Li (University of Exeter) |
| Bayesian Spatial Clustered Regression for Count Value Data paper | Peng Zhao (Texas A&M University); Hou-Cheng Yang (FDA); Dipak Dey (University of Connecticut); Guanyu Hu (University of Missouri) |
| Efficient Variational Gaussian Processes Initialization via Kernel-based Least Squares Fitting paper poster | Xinran Zhu (Cornell University); David Bindel (Cornell University); Jacob Gardner (University of Pennsylvania) |
| Variational Bayesian Inference and Learning for Continuous Switching Linear Dynamical Systems paper poster | Jack Goffinet (Duke University); David Carlson (Duke University) |
| Adaptive Experimentation at Scale paper poster | Ethan Che (Columbia University); Hongseok Namkoong (Ass Prof Columbia) |
| Preference-Aware Constrained Multi-Objective Bayesian Optimization paper poster | Alaleh Ahmadianshalchi (Washington State University); Syrine Belakaria (Washington State university); Janardhan Rao Doppa (Washington State University) |
| Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations paper poster | Andreas Besginow (Technische Hochschule Ostwestfalen-Lippe); Markus Lange-Hegermann (Technische Hochschule Ostwestfalen-Lippe) |
| Imputation and forecasting for Multi-Output Gaussian Process in Smart Grid paper poster | JIANGJIAO XU (University of Exeter); Ke Li (University of Exeter) |
| Shaping of Magnetic Field Coils in Fusion Reactors using Bayesian Optimisation paper poster | Timothy Nunn (UK Atomic Energy Authority); Vignesh Gopakumar (United Kingdom Atomic Energy Authority); Sebastien Kahn (UK Atomic Energy Authority) |
| Joint Point Process Model for Counterfactual Treatment--Outcome Trajectories Under Policy Interventions paper poster | Çağlar HIZLI (Aalto University); ST John (Aalto University); Anne Juuti (University of Helsinki); Tuure Saarinen (University of Helsinki); Kirsi Pietiläinen (University of Helsinki); Pekka Marttinen (Aalto University) |
| PI is back! Switching Acquisition Functions in Bayesian Optimization paper poster | Carolin Benjamins (Leibniz University Hanover); Elena Raponi (Technical University of Munich); Anja Jankovic (Sorbonne University); Koen van der Blom (Sorbonne University); Maria Laura Santoni (University of Camerino); Marius Lindauer (Leibniz University Hannover); Carola Doerr (Sorbonne University) |
| Actually Sparse Variational Gaussian Processes paper poster | Harry J Cunningham (UCL); So Takao (UCL); Mark van der Wilk (Imperial College London); Marc Deisenroth (University College London) |
| Predicting Spatiotemporal Counts of Opioid-related Fatal Overdoses via Zero-Inflated Gaussian Processes paper poster | Kyle Heuton (Tufts University); Shikhar Shrestha (Tufts University); Thomas Stopka (Tufts University); Jennifer Pustz (Tufts University); Liping Liu (Tufts University); Michael C Hughes (Tufts University) |
| Expert Selection in Distributed Gaussian Processes: A Multi-label Classification Approach paper poster | Hamed Jalali (University of Tuebingen); Gjergji Kasneci ( University of Tuebingen) |
| Statistical Downscaling of Sea Surface Temperature Projections with a Multivariate Gaussian Process Model paper poster | Ayesha Ekanayaka (University of Cincinnati); Emily Kang (University of Cincinnati); Peter Kalmus (Jet Propulsion Laboratory, California Institute of Technology); Amy Braverman (Jet Propulsion Laboratory, California Institute of Technology) |
| Multi-Mean Gaussian Processes: A novel probabilistic framework for multi-correlated longitudinal data paper poster | Arthur Leroy (The University of Manchester); Mauricio A Álvarez (University of Manchester) |
| Spatiotemporal Residual Regularization with Kronecker Product Structure for Traffic Forecasting paper | Seongjin Choi (McGill University); Nicolas Saunier (Polytechnique Montreal); Martin Trepanier (École Polytechnique de Montréal); Lijun Sun (McGill University) |
| Uncertainty Disentanglement with Non-stationary Heteroscedastic Gaussian Processes for Active Learning paper poster | Zeel B Patel (IIT Gandhinagar); Nipun Batra (IIT Gandhinagar); Kevin Murphy (Google) |
| Active Learning with Convolutional Gaussian Neural Processes for Environmental Sensor Placement paper poster | Tom R Andersson (British Antarctic Survey); Wessel Bruinsma (Cambridge); Stratis Markou (University of Cambridge); James R Requeima (University of Cambridge); Alejandro Coca-Castro (The Alan Turing Institute); Anna Vaughan (Univeristy of Cambridge); Anna-Louise Ellis (Met Office); Matthew Lazzara (University of Wisconsin-Madison); Daniel C. Jones (British Antarctic Survey); J. Scott Hosking (British Antarctic Survey); Richard E. Turner (University of Cambridge) |
| Random Features Approximation for Fast Data-Driven Control paper poster | Kimia Kazemian (Cornell University); Sarah Dean (Cornell University) |
| Deep Mahalanobis Gaussian Process paper poster | Daniel A de Souza (University College London); Diego Mesquita (Getulio Vargas Foundation); César Lincoln C Mattos (Federal University of Ceará); João Paulo Gomes (Federal University of Ceará) |
| An Empirical Analysis of the Advantages of Finite vs.~Infinite Width Bayesian Neural Networks paper poster | Jiayu Yao (Harvard University); Yaniv Yacoby (Harvard University); Beau Coker (Harvard University); Weiwei Pan (Harvard University); Finale Doshi-Velez (Harvard) |
| Non-exchangeability in Infinite Switching Linear Dynamical Systems paper | Victor Geadah (Princeton University); Jonathan W Pillow (Princeton University) |
| Posterior Consistency for Gaussian Process Surrogate Models with Generalized Observations paper poster | Rujian Chen (MIT); John Fisher (MIT) |
| Recommendations for Baselines and Benchmarking Approximate Gaussian Processes paper poster | Sebastian W Ober (University of Cambridge); David R Burt (Massachusetts Institute of Technology); Artem Artemev (Imperial College London); Mark van der Wilk (Imperial College London) |
| Challenges in Gaussian Processes for Non Intrusive Load Monitoring paper | Aadesh K Desai (IIT Gandhinagar); Gautam Prashant Vashishtha (IIT Gandhinagar); Zeel B Patel (IIT Gandhinagar); Nipun Batra (IIT Gandhinagar) |
