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ORCIDClémentine C. J. Dominé
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- affiliation: University College London, UK
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2020 – today
- 2025
[c8]Clémentine Carla Juliette Dominé, Nicolas Anguita, Alexandra Maria Proca, Lukas Braun, Daniel Kunin, Pedro A. M. Mediano, Andrew M. Saxe:
From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks. ICLR 2025- [c7]Devon Jarvis, Sebastian Lee, Clémentine Carla Juliette Dominé, Andrew M. Saxe, Stefano Sarao Mannelli:
A Theory of Initialisation's Impact on Specialisation. ICLR 2025 - [c6]Yoonsoo Nam, Seok Hyeong Lee, Clémentine Carla Juliette Dominé, Yeachan Park, Charles London, Wonyl Choi, Niclas Alexander Göring, Seungjai Lee:
Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking). ICML (Position Papers) 2025 - [c5]Alexandra Maria Proca, Clémentine Carla Juliette Dominé, Murray Shanahan, Pedro A. M. Mediano:
Learning dynamics in linear recurrent neural networks. ICML 2025 - [c4]Clémentine C. J. Dominé, Marco Fumero, Zorah Lähner, Donato Crisostomi, Luca Moschella, Kimberly Stachenfeld:
Preface of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models. UniReps 2025: 1-9 - [e2]Marco Fumero, Clémentine C. J. Dominé, Zorah Lähner, Donato Crisostomi, Luca Moschella, Kimberly Stachenfeld:
Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, Vancouver, Canada, 14 December 2024. Proceedings of Machine Learning Research 285, PMLR 2025 [contents] - [i5]Yoonsoo Nam, Seok Hyeong Lee, Clémentine C. J. Dominé, Yea Chan Park, Charles London, Wonyl Choi, Niclas Alexander Göring, Seungjai Lee:
Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking). CoRR abs/2502.21009 (2025) - [i4]Devon Jarvis, Sebastian Lee, Clémentine C. J. Dominé, Andrew M. Saxe, Stefano Sarao Mannelli:
A Theory of Initialisation's Impact on Specialisation. CoRR abs/2503.02526 (2025) - 2024
- [j1]Marco Pegoraro
, Clémentine C. J. Dominé, Emanuele Rodolà, Petar Velickovic, Andreea Deac:
Geometric epitope and paratope prediction. Bioinform. 40(6) (2024) - [c3]Daniel Kunin, Allan Raventós, Clémentine C. J. Dominé, Feng Chen, David A. Klindt, Andrew M. Saxe, Surya Ganguli:
Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning. NeurIPS 2024 - [i3]Daniel Kunin, Allan Raventós, Clémentine C. J. Dominé, Feng Chen, David A. Klindt, Andrew M. Saxe, Surya Ganguli:
Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning. CoRR abs/2406.06158 (2024) - [i2]Clémentine C. J. Dominé, Nicolas Anguita, Alexandra Maria Proca, Lukas Braun, Daniel Kunin, Pedro A. M. Mediano, Andrew M. Saxe:
From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks. CoRR abs/2409.14623 (2024) - 2023
- [c2]Marco Fumero, Emanuele Rodolà, Clémentine C. J. Dominé, Francesco Locatello, Karolina Dziugaite, Mathilde Caron:
Preface of UniReps: the First Workshop on Unifying Representations in Neural Models. UniReps 2023: 1-10 - [e1]Marco Fumero, Emanuele Rodolà, Clémentine C. J. Dominé, Francesco Locatello, Karolina Dziugaite, Mathilde Caron:
Proceedings of UniReps: the First Workshop on Unifying Representations in Neural Models, 15 December 2023, Ernest N. Morial Convention Center, New Orleans, USA. Proceedings of Machine Learning Research 243, PMLR 2023 [contents] - [i1]Marco Pegoraro, Clémentine C. J. Dominé, Emanuele Rodolà, Petar Velickovic, Andreea Deac:
Geometric Epitope and Paratope Prediction. CoRR abs/2307.13608 (2023) - 2022
- [c1]Lukas Braun, Clémentine C. J. Dominé, James Fitzgerald, Andrew M. Saxe:
Exact learning dynamics of deep linear networks with prior knowledge. NeurIPS 2022
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