Alexander Ilin

Visitor
Visitor
T313 Dept. Computer Science
Full researcher profile
https://research.aalto.fi/...

Forskningsgrupp

  • Computer Science - Artificial Intelligence and Machine Learning (AIML) - Research area, Visitor (Faculty)
  • Computer Science Professors, Visitor (Faculty)
  • Computer Science Professors of Practice, Visitor (Faculty)

Publikationer

Efficient Knowledge Injection in LLMs via Self-Distillation

Kalle Kujanpää, Pekka Marttinen, Harri Valpola, Alexander Ilin 2025 Transactions on Machine Learning Research

ViewFusion: Learning Composable Diffusion Models for Novel View Synthesis

Bernard Spiegl, Andrea Perin, Stéphane Deny, Alexander Ilin 2025 Transactions on Machine Learning Research

Can docstring reformulation with an LLM improve code generation?

Nicola Dainese, Alexander Ilin, Pekka Marttinen 2024 EACL 2024 - 18th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Student Research Workshop

Diffusion models as probabilistic neural operators for recovering unobserved states of dynamical systems

Katsiaryna Haitsiukevich, Onur Poyraz, Pekka Marttinen, Alexander Ilin 2024 34th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2024 - Proceedings

Continuous Monte Carlo Graph Search

Kalle Kujanpää, Juho Kannala, Amin Babadi, Alexander Ilin, Yi Zhao, Joni Pajarinen 2024 AAMAS '24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems

Hybrid Search for Efficient Planning with Completeness Guarantees

Kalle Kujanpää, Joni Pajarinen, Alexander Ilin 2024 Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023

Self-Supervised Forecasting in Electronic Health Records with Attention-Free Models

Yogesh Kumar, Alexander Ilin, Henri Salo, Sangita Kulathinal, Maarit K. Leinonen, Pekka Marttinen 2024 IEEE Transactions on Artificial Intelligence

Generating Demonstrations for In-Context Compositional Generalization in Grounded Language Learning

Sam Spilsbury, Pekka Marttinen, Alexander Ilin 2024 Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

Reader: Model-based language-instructed reinforcement learning

Nicola Dainese, Pekka Marttinen, Alexander Ilin 2023 Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Improved Training of Physics-Informed Neural Networks with Model Ensembles

Katsiaryna Haitsiukevich, Alexander Ilin 2023 IJCNN 2023 - International Joint Conference on Neural Networks, Proceedings