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Freya Behrens
Freya Behrens
Verified email at epfl.ch
Title
Cited by
Cited by
Year
A phase transition between positional and semantic learning in a solvable model of dot-product attention
H Cui, F Behrens, F Krzakala, L Zdeborová
Advances in Neural Information Processing Systems 37, 36342-36389, 2024
322024
Could ChatGPT get an engineering degree? Evaluating higher education vulnerability to AI assistants
B Borges, N Foroutan, D Bayazit, A Sotnikova, S Montariol, T Nazaretsky, ...
Proceedings of the National Academy of Sciences 121 (49), e2414955121, 2024
322024
Neurally augmented ALISTA
F Behrens, J Sauder, P Jung
ICLR 2021, 2020
212020
The Backtracking Dynamical Cavity Method
F Behrens, B Hudcová, L Zdeborová
arXiv preprint arXiv:2303.16536, 2023
142023
Quenches in the Sherrington–Kirkpatrick model
V Erba, F Behrens, F Krzakala, L Zdeborová
Journal of Statistical Mechanics: Theory and Experiment 2024 (8), 083302, 2024
122024
Dynamical phase transitions in graph cellular automata
F Behrens, B Hudcová, L Zdeborová
Physical Review E 109 (4), 044312, 2024
122024
Unveiling the Hessian's connection to the decision boundary
M Sabanayagam, F Behrens, U Adomaityte, A Dawid
arXiv preprint arXiv:2306.07104, 2023
122023
MetaExp: Interactive explanation and exploration of large knowledge graphs
F Behrens, S Bischoff, P Ladenburger, J Rückin, L Seidel, F Stolp, ...
Companion Proceedings of the The Web Conference 2018, 199-202, 2018
92018
(Dis)assortative partitions on random regular graphs
F Behrens, G Arpino, Y Kivva, L Zdeborová
Journal of Physics A: Mathematical and Theoretical 55 (39), 395004, 2022
82022
Counting and hardness-of-finding fixed points in cellular automata on random graphs
C Koller, F Behrens, L Zdeborová
Journal of Physics A: Mathematical and Theoretical 57 (46), 465001, 2024
62024
Counting in Small Transformers: The Delicate Interplay between Attention and Feed-Forward Layers
F Behrens, L Biggio, L Zdeborová
arXiv preprint arXiv:2407.11542, 2024
6*2024
Statistical mechanics of deep learning
F Behrens, N Mainali, C Marullo, S Lee, B Sorscher, H Sompolinsky
Journal of Statistical Mechanics: Theory and Experiment 2024 (10), 104007, 2024
32024
Dynamical cavity method for hypergraphs and its application to quenches in the problem
A Maier, F Behrens, L Zdeborová
Physical Review E 112 (1), 014306, 2025
22025
Dataset distillation for memorized data: Soft labels can leak held-out teacher knowledge
F Behrens, L Zdeborová
arXiv preprint arXiv:2506.14457, 2025
22025
Bandits for learning to explain from explanations
F Behrens, S Teso, D Mottin
Workshop on Explainable Agency in Artificial Intelligence, AAAI 2021, 2021
22021
Knowledge distillation for random data: Soft labels and similarity scores may contain memorized information
F Behrens
New Frontiers in Associative Memories, 2025
12025
Minority Takeover in Majority Dynamics: Searching for Rare Initializations via the History Passing Algorithm
M Jankola, F Behrens, C Koller, L Zdeborová
arXiv preprint arXiv:2512.16021, 2025
2025
Structure and Computation in Disordered Systems and Neural Networks
F Behrens
EPFL, 2025
2025
Investigating techniques for knowledge graphs
S Bischoff, F Behrens, J Rückin, A Ziegler
HPI Future SOC Lab–, 229, 0
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Articles 1–19