| 2026 | WG | Graph Reconstruction with a Connected Components Oracle. | Juha Harviainen, Pekka Parviainen |
| 2025 | AISTATS | On Tractability of Learning Bayesian Networks with Ancestral Constraints. | Juha Harviainen, Pekka Parviainen |
| 2024 | AISTATS | Fair Soft Clustering. | Rune D. Kjrsgaard, Pekka Parviainen, Saket Saurabh, Madhumita Kundu, Line H. Clemmensen |
| 2024 | AISTATS | Structural perspective on constraint-based learning of Markov networks. | Tuukka Korhonen, Fedor V. Fomin, Pekka Parviainen |
| 2024 | ECAI | Discovering Bayesian Networks when Few Variables Matter. | Madhumita Kundu, Pekka Parviainen, Saket Saurabh |
| 2024 | ECCV | ProxyDR: Deep Hyperspherical Metric Learning with Distance Ratio-Based Formulation. | Hyeongji Kim, Changkyu Choi, Michael Kampffmeyer, Terje Berge, Pekka Parviainen, Ketil Malde |
| 2022 | AAAI | Learning Large DAGs by Combining Continuous Optimization and Feedback Arc Set Heuristics. | Pierre Gillot, Pekka Parviainen |
| 2015 | ICML | Accessibility by Public Transport Predicts Residential Real Estate Prices: A Case Study in Helsinki Region. | Indre Zliobaite, Michael Mathioudakis, Tuukka Lehtiniemi, Pekka Parviainen, Tomi Janhunen |
| 2014 | AISTATS | Learning Bounded Tree-width Bayesian Networks using Integer Linear Programming. | Pekka Parviainen, Hossein Shahrabi Farahani, Jens Lagergren |
| 2013 | AISTATS | Exact Learning of Bounded Tree-width Bayesian Networks. | Janne H. Korhonen, Pekka Parviainen |
| 2012 | SODA | Fast zeta transforms for lattices with few irreducibles. | Andreas Bjrklund, Mikko Koivisto, Thore Husfeldt, Jesper Nederlof, Petteri Kaski, Pekka Parviainen |
| 2012 | UAI | Local Structure Discovery in Bayesian Networks. | Teppo Niinimaki, Pekka Parviainen |
| 2011 | UAI | Partial Order MCMC for Structure Discovery in Bayesian Networks. | Teppo Niinimaki, Pekka Parviainen, Mikko Koivisto |
| 2010 | SODA | A Space-Time Tradeoff for Permutation Problems. | Mikko Koivisto, Pekka Parviainen |
| 2009 | UAI | Exact Structure Discovery in Bayesian Networks with Less Space. | Pekka Parviainen, Mikko Koivisto |