Bridging the Reality Gap in Autonomous Learning

Research output

Research output per year 2021 2024 2024

• 14 Conference article in proceedings
• 8 Article

Research output per year

Research output per year

Search results

• 2024

  Compositional Sculpting of Iterative Generative Processes

  Garipov, T., De Peuter, S., Yang, G., Garg, V., Kaski, S. & Jaakkola, T., 2024, Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023. Curran Associates Inc., p. 12665-12702 (Advances in Neural Information Processing Systems; vol. 36).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  • Generalization 100%
  • Binary Operation 50%
  • Multiple Component 50%

• Cooperative multi-objective Bayesian design optimization

  Mo, G., Dudley, J., Chan, L., Liao, Y. C., Oulasvirta, A. & Kristensson, P. O., 24 Jun 2024, In: ACM Transactions on Interactive Intelligent Systems. 14, 2, 28 p., 13.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Multiobjective 100%
  • Process Optimization 100%
  • User Interface Design 40%
  • Computational Method 20%
  • Research Question 20%
  33 Downloads (Pure)

• CRTypist: Simulating Touchscreen Typing Behavior via Computational Rationality

  Shi, D., Zhu, Y., Jokinen, J. P. P., Acharya, A., Putkonen, A., Zhai, S. & Oulasvirta, A., 11 May 2024, CHI '24: Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems. Mueller, F. F., Kyburz, P., Williamson, J. R., Sas, C., Wilson, M. L., Toups Dugas, P. & Shklovski, I. (eds.). ACM, 17 p. 942

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Models 100%
  • Rationality 100%
  • Keyboard 100%
  • Design 66%
  • User 50%
  1 Citation (Scopus)

  66 Downloads (Pure)

• DesignQuizzer: A Community-Powered Conversational Agent for Learning Visual Design

  Peng, Z., Chen, Q., Shen, Z., Ma, X. & Oulasvirta, A., 23 Apr 2024, In: Proceedings of the ACM on Human-Computer Interaction. 8, CSCW1, 40 p., 44.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  • Conversational Agent 100%
  • User 11%
  • Informal Learning 11%
  1 Citation (Scopus)

• Explaining crowdworker behaviour through computational rationality

  Hedderich, M. A. & Oulasvirta, A., 24 Apr 2024, (E-pub ahead of print) In: BEHAVIOUR AND INFORMATION TECHNOLOGY.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Learning 100%
  • Specific Industry 100%
  • Crowdsourcing 100%
  • Humans 20%
  • Reinforcement 20%
  32 Downloads (Pure)

• Graph4GUI: Graph Neural Networks for Representing Graphical User Interfaces

  Jiang, Y., Zhou, C., Garg, V. & Oulasvirta, A., 11 May 2024, CHI '24: Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems. Mueller, F. F., Kyburz, P., Williamson, J. R., Sas, C., Wilson, M. L., Toups Dugas, P. & Shklovski, I. (eds.). ACM, 18 p. 988

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Neural Network 100%
  • Subjective Rating 16%
  1 Citation (Scopus)

  64 Downloads (Pure)

• Heads-Up Multitasker: Simulating Attention Switching On Optical Head-Mounted Displays

  Bai, Y., Ikkala, A., Oulasvirta, A., Zhao, S., Wang, L. J., Yang, P. & Xu, P., 11 May 2024, CHI '24: Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems. Mueller, F. F., Kyburz, P., Williamson, J. R., Sas, C., Wilson, M. L., Toups Dugas, P. & Shklovski, I. (eds.). ACM, 18 p. 79

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Models 100%
  • User 100%
  • Attention 100%
  • Reading 83%
  • Tasks 66%
  59 Downloads (Pure)

• Likelihood-free inference in state-space models with unknown dynamics

  Aushev, A., Tran, T., Pesonen, H., Howes, A. & Kaski, S., Feb 2024, In: STATISTICS AND COMPUTING. 34, 1, 27.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Models 100%
  • State Space 100%
  • Inference 100%
  • Space Model 100%
  • Simulation 80%
  1 Citation (Scopus)

  63 Downloads (Pure)

• Palette, Purpose, Prototype: The Three Ps of Color Design and How Designers Navigate Them

  Hegemann, L. & Oulasvirta, A., 11 May 2024, CHI '24: Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems. Mueller, F. F., Kyburz, P., Williamson, J. R., Sas, C., Wilson, M. L., Toups Dugas, P. & Shklovski, I. (eds.). ACM, 19 p. 147

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Fundamental Process 100%
  • Candidate Design 100%
  • Detailed Report 83%
  • Choosing Color 83%
  44 Downloads (Pure)

• Real-time 3D Target Inference via Biomechanical Simulation

  Moon, H.-S., Liao, Y.-C., Li, C., Lee, B. & Oulasvirta, A., 11 May 2024, CHI '24: Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems. Mueller, F. F., Kyburz, P., Williamson, J. R., Sas, C., Wilson, M. L., Toups Dugas, P. & Shklovski, I. (eds.). ACM, 18 p. 719

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • User 100%
  • Models 74%
  • Error 74%
  • Dataset 74%
  • High Accuracy 74%
  54 Downloads (Pure)

• Supporting Task Switching with Reinforcement Learning

  Lingler, A., Talypova, D., Jokinen, J. P. P., Oulasvirta, A. & Wintersberger, P., 11 May 2024, CHI 2024 - Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems. ACM, 18 p. 82. (Conference on Human Factors in Computing Systems - Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • User 100%
  • Reinforcement Learning 100%
  • Attention 100%
  • Reinforcement 100%
  • System Management 66%
  1 Citation (Scopus)

  35 Downloads (Pure)

• Uncoupled Learning of Differential Stackelberg Equilibria with Commitments

  Loftin, R., Çelikok, M. M., van Hoof, H., Kaski, S. & Oliehoek, F. A., 6 May 2024, AAMAS '24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems. ACM, p. 1265-1273 9 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  • Payoff Function 100%
  • Solution Concept 100%
  • Behavior (Neuroscience) 100%
  • Reinforcement Learning 100%
  • Order Gradient 50%

• Understanding and Automating Graphical Annotations on Animated Scatterplots

  Shi, D., Oulasvirta, A., Weinkauf, T. & Cao, N., 2024, Proceedings - 2024 IEEE 17th Pacific Visualization Conference, PacificVis 2024. IEEE, p. 212-221 10 p. (IEEE Pacific Visualization Symposium).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Decision Process 100%
  • Narrative 100%
  • Problem Formulation 14%
  2 Downloads (Pure)
• 2023

  Online Simulator-Based Experimental Design for Cognitive Model Selection

  Aushev, A., Putkonen, A., Clarté, G., Chandramouli, S., Acerbi, L., Kaski, S. & Howes, A., Dec 2023, In: Computational Brain and Behavior. 6, 4, p. 719-737 19 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Experiments 100%
  • Design 100%
  • Models 100%
  • Model Selection 100%
  • Experimental Design 100%
  1 Citation (Scopus)

  62 Downloads (Pure)

• Teaching to Learn: Sequential Teaching of Learners with Internal States

  Çelikok, M. M., Murena, P. A. & Kaski, S., 27 Jun 2023, AAAI-23 Technical Tracks 5. Williams, B., Chen, Y. & Neville, J. (eds.). AAAI Press, p. 5939-5947 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 37, no. 5).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  • Internal State 100%
  • Learning Performance 66%
  • Models 33%
  • Classes 33%
  • User 33%
  1 Citation (Scopus)

• Toward AI assistants that let designers design

  De Peuter, S., Oulasvirta, A. & Kaski, S., Mar 2023, In: AI Magazine. 44, 1, p. 85-96 12 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Artificial Intelligence 100%
  • Design 100%
  • Models 16%
  • User 16%
  • Reasoning 16%
  9 Citations (Scopus)

  200 Downloads (Pure)

• Zero-Shot Assistance in Sequential Decision Problems

  De Peuter, S. & Kaski, S., 27 Jun 2023, AAAI-23 Technical Tracks 10 . Williams, B., Chen, Y. & Neville, J. (eds.). AAAI Press, p. 11551-11559 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 37, no. 10).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  • Automation 100%
  • Decision Problem 100%
  • Surety 100%
  • Decision Making 100%
  • Decision-Making 33%
• 2022

  Entropy-regularized 2-Wasserstein distance between Gaussian measures

  Mallasto, A., Gerolin, A. & Minh, H. Q., Jul 2022, In: Information Geometry. 5, 1, p. 289–323 35 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Geometry 100%
  • Gaussian Measure 100%
  • Entropy 100%
  • Closed Form 40%
  • Fixed Points 40%
  12 Citations (Scopus)

  156 Downloads (Pure)

• Likelihood-Free Inference with Deep Gaussian Processes

  Aushev, A., Pesonen, H., Heinonen, M., Corander, J. & Kaski, S., Oct 2022, In: Computational Statistics & Data Analysis. 174, p. 1-19 19 p., 107529.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

  • Gaussian Process 100%
  • Models 75%
  • Optimization 75%
  • Performance 75%
  • Target Distribution 50%
  92 Downloads (Pure)

• Parallel MCMC Without Embarrassing Failures

  Augusto de Souza, D., Parente Paiva Mesquita, D., Kaski, S. & Acerbi, L., 2022, Proceedings of The 25th International Conference on Artificial Intelligence and Statistics. JMLR, p. 1786-1804 (Proceedings of Machine Learning Research; vol. 151).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Markov Chain 100%
  • Gaussian Process 66%
  • Modeling 33%
  • Communication Overhead 33%
  • Large Data Set 33%
  62 Downloads (Pure)

• Tackling covariate shift with node-based Bayesian neural networks

  Trinh, T. Q., Heinonen, M., Acerbi, L. & Kaski, S., 17 Jul 2022, Proceedings of the 39th International Conference on Machine Learning. Chaudhuri, K., Jegelka, S., Song, L., Szepesvari, C., Niu, G. & Sabato, S. (eds.). JMLR, p. 21751-21775 25 p. (Proceedings of Machine Learning Research; vol. 162).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Covariate 100%
  • Bayesian 100%
  • Variables 25%
  • Weights 16%
  • Epistemic Uncertainty 16%
  70 Downloads (Pure)
• 2021

  Bayesian Inference for Optimal Transport with Stochastic Cost

  Mallasto, A., Heinonen, M. & Kaski, S., 2021, Proceedings of Asian Conference on Machine Learning. JMLR, p. 1601-1616 16 p. (Proceedings of Machine Learning Research; vol. 157).

  Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

  Open Access

  File

  • Costs 100%
  • Transport 100%
  • Stochastics 100%
  • Bayesian Inference 100%
  • Optimal Transport 100%
  72 Downloads (Pure)