| 2026 | CoNLL | What Brain Data Adds to Language Model Training. | Gabriele Merlin, Omer Moussa, Mariya Toneva |
| 2025 | ICLR | Improving Semantic Understanding in Speech Language Models via Brain-tuning. | Omer Moussa, Dietrich Klakow, Mariya Toneva |
| 2025 | Interspeech | Brain-tuned Speech Models Better Reflect Speech Processing Stages in the Brain. | Omer Moussa, Mariya Toneva |
| 2025 | ICSE | Hints Help Finding and Fixing Bugs Differently in Python and Text-Based Program Representations. | Ruchit Rawal, Victor-Alexandru Padurean, Sven Apel, Adish Singla, Mariya Toneva |
| 2024 | ACL | Speech language models lack important brain-relevant semantics. | Subba Reddy Oota, Emin elik, Fatma Deniz, Mariya Toneva |
| 2024 | ACL | Perturbed examples reveal invariances shared by language models. | Ruchit Rawal, Mariya Toneva |
| 2024 | CogSci | Is Deep Learning the Answer for Understanding Human Cognitive Dynamics? | John P. Spencer, Brenden M. Lake, Raul Grieben, Gregor Schner, Mariya Toneva, Gina R. Kuperberg |
| 2024 | EMNLP | Language models and brains align due to more than next-word prediction and word-level information. | Gabriele Merlin, Mariya Toneva |
| 2023 | ICLR | Training language models to summarize narratives improves brain alignment. | Khai Loong Aw, Mariya Toneva |
| 2022 | CogSci | Deep Learning for Brain Encoding and Decoding. | Subba Reddy Oota, Jashn Arora, Manish Gupta, Raju Surampudi Bapi, Mariya Toneva |
| 2019 | ICLR | An Empirical Study of Example Forgetting during Deep Neural Network Learning. | Mariya Toneva, Alessandro Sordoni, Remi Tachet des Combes, Adam Trischler, Yoshua Bengio, Geoffrey J. Gordon |
| 2014 | CogSci | An Exploration of Social Grouping in Robots: Effects of Behavioral Mimicry, Appearance, and Eye Gaze. | Ahsan Nawroj, Mariya Toneva, Henny Admoni, Brian Scassellati |
| 2012 | CogSci | The Physical Presence of a Robot Tutor Increases Cognitive Learning Gains. | Daniel Leyzberg, Samuel Spaulding, Mariya Toneva, Brian Scassellati |
| 2011 | CogSci | Robot gaze does not reflexively cue human attention. | Henny Admoni, Caroline Bank, Joshua Tan, Mariya Toneva, Brian Scassellati |