| 2025 | CVPR | DeSplat: Decomposed Gaussian Splatting for Distractor-Free Rendering. | Yihao Wang, Marcus Klasson, Matias Turkulainen, Shuzhe Wang, Juho Kannala, Arno Solin |
| 2025 | ICLR | Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models. | Najwa Laabid, Severi Rissanen, Markus Heinonen, Arno Solin, Vikas Garg |
| 2025 | ICLR | Streamlining Prediction in Bayesian Deep Learning. | Rui Li, Marcus Klasson, Arno Solin, Martin Trapp |
| 2025 | ICLR | Free Hunch: Denoiser Covariance Estimation for Diffusion Models Without Extra Costs. | Severi Rissanen, Markus Heinonen, Arno Solin |
| 2025 | ICLR | Discrete Codebook World Models for Continuous Control. | Aidan Scannell, Mohammadreza Nakhaeinezhadfard, Kalle Kujanp, Yi Zhao, Kevin Sebastian Luck, Arno Solin, Joni Pajarinen |
| 2025 | ICML | Progressive Tempering Sampler with Diffusion. | Severi Rissanen, Ruikang Ouyang, Jiajun He, Wenlin Chen, Markus Heinonen, Arno Solin, Jos Miguel Hernndez-Lobato |
| 2025 | WACV | Flatness Improves Backbone Generalisation in Few-Shot Classification. | Rui Li, Martin Trapp, Marcus Klasson, Arno Solin |
| 2025 | UAI | Approximate Bayesian Inference via Bitstring Representations. | Aleksanteri M. Sladek, Martin Trapp, Arno Solin |
| 2024 | AISTATS | Variational Gaussian Process Diffusion Processes. | Prakhar Verma, Vincent Adam, Arno Solin |
| 2024 | ECCV | Sources of Uncertainty in 3D Scene Reconstruction. | Marcus Klasson, Riccardo Mereu, Juho Kannala, Arno Solin |
| 2024 | ECCV | Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion. | Otto Seiskari, Jerry Ylilammi, Valtteri Kaatrasalo, Pekka Rantalankila, Matias Turkulainen, Juho Kannala, Esa Rahtu, Arno Solin |
| 2024 | FUSION | Learning to Approximate Particle Smoothing Trajectories via Diffusion Generative Models. | Ella Tamir, Arno Solin |
| 2024 | ICLR | Subtractive Mixture Models via Squaring: Representation and Learning. | Lorenzo Loconte, Aleksanteri M. Sladek, Stefan Mengel, Martin Trapp, Arno Solin, Nicolas Gillis, Antonio Vergari |
| 2024 | ICLR | Function-space Parameterization of Neural Networks for Sequential Learning. | Aidan Scannell, Riccardo Mereu, Paul Edmund Chang, Ella Tamir, Joni Pajarinen, Arno Solin |
| 2024 | WACV | Fixing Overconfidence in Dynamic Neural Networks. | Lassi Meronen, Martin Trapp, Andrea Pilzer, Le Yang, Arno Solin |
| 2023 | ICLR | Generative Modelling with Inverse Heat Dissipation. | Severi Rissanen, Markus Heinonen, Arno Solin |
| 2023 | ICML | Memory-Based Dual Gaussian Processes for Sequential Learning. | Paul Edmund Chang, Prakhar Verma, S. T. John, Arno Solin, Mohammad Emtiyaz Khan |
| 2023 | ICML | Improving Hyperparameter Learning under Approximate Inference in Gaussian Process Models. | Rui Li, S. T. John, Arno Solin |
| 2023 | WACV | Expansion of Visual Hints for Improved Generalization in Stereo Matching. | Andrea Pilzer, Yuxin Hou, Niki Andreas Lopi, Arno Solin, Juho Kannala |
| 2023 | UAI | MixupE: Understanding and improving Mixup from directional derivative perspective. | Yingtian Zou, Vikas Verma, Sarthak Mittal, Wai Hoh Tang, Hieu Pham, Juho Kannala, Yoshua Bengio, Arno Solin, Kenji Kawaguchi |
| 2022 | AISTATS | Non-separable Spatio-temporal Graph Kernels via SPDEs. | Alexander Nikitin, S. T. John, Arno Solin, Samuel Kaski |
| 2022 | ECCV | Uncertainty-Guided Source-Free Domain Adaptation. | Subhankar Roy, Martin Trapp, Andrea Pilzer, Juho Kannala, Nicu Sebe, Elisa Ricci, Arno Solin |
| 2022 | FUSION | A Look at Improving Robustness in Visual- inertial SLAM by Moment Matching. | Arno Solin, Rui Li, Andrea Pilzer |
| 2022 | WACV | HybVIO: Pushing the Limits of Real-time Visual-inertial Odometry. | Otto Seiskari, Pekka Rantalankila, Juho Kannala, Jerry Ylilammi, Esa Rahtu, Arno Solin |
| 2021 | AAAI | Gaussian Process Priors for View-Aware Inference. | Yuxin Hou, Ari Heljakka, Arno Solin |
| 2021 | AISTATS | Sparse Algorithms for Markovian Gaussian Processes. | William J. Wilkinson, Arno Solin, Vincent Adam |
| 2021 | WACV | Novel View Synthesis via Depth-guided Skip Connections. | Yuxin Hou, Arno Solin, Juho Kannala |
| 2021 | UAI | Combining pseudo-point and state space approximations for sum-separable Gaussian Processes. | Will Tebbutt, Arno Solin, Richard E. Turner |
| 2020 | FUSION | Movement Tracking by Optical Flow Assisted Inertial Navigation. | Lassi Meronen, William J. Wilkinson, Arno Solin |
| 2020 | ICML | Scalable Exact Inference in Multi-Output Gaussian Processes. | Wessel P. Bruinsma, Eric Perim, William Tebbutt, J. Scott Hosking, Arno Solin, Richard E. Turner |
| 2020 | ICML | State Space Expectation Propagation: Efficient Inference Schemes for Temporal Gaussian Processes. | William J. Wilkinson, Paul E. Chang, Michael Riis Andersen, Arno Solin |
| 2020 | ICPR | Movement-induced Priors for Deep Stereo. | Yuxin Hou, Muhammad Kamran Janjua, Juho Kannala, Arno Solin |
| 2020 | WACV | Towards Photographic Image Manipulation with Balanced Growing of Generative Autoencoders. | Ari Heljakka, Arno Solin, Juho Kannala |
| 2019 | AISTATS | Know Your Boundaries: Constraining Gaussian Processes by Variational Harmonic Features. | Arno Solin, Manon Kok |
| 2019 | FUSION | Iterative Path Reconstruction for Large-Scale Inertial Navigation on Smartphones. | Santiago Corts Reina, Yuxin Hou, Juho Kannala, Arno Solin |
| 2019 | ICASSP | Unifying Probabilistic Models for Time-frequency Analysis. | William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell, Arno Solin |
| 2019 | ICCV | Multi-View Stereo by Temporal Nonparametric Fusion. | Yuxin Hou, Juho Kannala, Arno Solin |
| 2019 | ICML | End-to-End Probabilistic Inference for Nonstationary Audio Analysis. | William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell, Arno Solin |
| 2018 | ACCV | Pioneer Networks: Progressively Growing Generative Autoencoder. | Ari Heljakka, Arno Solin, Juho Kannala |
| 2018 | ACIVS | Recursive Chaining of Reversible Image-to-Image Translators for Face Aging. | Ari Heljakka, Arno Solin, Juho Kannala |
| 2018 | ECCV | ADVIO: An Authentic Dataset for Visual-Inertial Odometry. | Santiago Corts Reina, Arno Solin, Esa Rahtu, Juho Kannala |
| 2018 | FUSION | Scalable Magnetic Field SLAM in 3D Using Gaussian Process Maps. | Manon Kok, Arno Solin |
| 2018 | FUSION | Robust Gyroscope-Aided Camera Self-Calibration. | Santiago Corts Reina, Arno Solin, Juho Kannala |
| 2018 | FUSION | Inertial Odometry on Handheld Smartphones. | Arno Solin, Santiago Corts Reina, Esa Rahtu, Juho Kannala |
| 2018 | ICML | State Space Gaussian Processes with Non-Gaussian Likelihood. | Hannes Nickisch, Arno Solin, Alexander Grigorevskiy |
| 2018 | WWW | Computationally Inferred Genealogical Networks Uncover Long-Term Trends in Assortative Mating. | Eric Malmi, Aristides Gionis, Arno Solin |
| 2018 | WACV | PIVO: Probabilistic Inertial-Visual Odometry for Occlusion-Robust Navigation. | Arno Solin, Santiago Corts Reina, Esa Rahtu, Juho Kannala |
| 2016 | AISTATS | Computationally Efficient Bayesian Learning of Gaussian Process State Space Models. | Andreas Svensson, Arno Solin, Simo Srkk, Thomas B. Schn |
| 2015 | AISTATS | State Space Methods for Efficient Inference in Student-t Process Regression. | Arno Solin, Simo Srkk |
| 2014 | AISTATS | Explicit Link Between Periodic Covariance Functions and State Space Models. | Arno Solin, Simo Srkk |
| 2014 | FUSION | Expectation maximization based parameter estimation by sigma-point and particle smoothing. | Juho Kokkala, Arno Solin, Simo Srkk |