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Antonio Orvieto
Antonio Orvieto
12
papers
301
total citations
papers (12)
Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse
NEURIPS 2022
arXiv
114
citations
Achieving a Better Stability-Plasticity Trade-Off via Auxiliary Networks in Continual Learning
CVPR 2023
arXiv
57
citations
Dynamics of SGD with Stochastic Polyak Stepsizes: Truly Adaptive Variants and Convergence to Exact Solution
NEURIPS 2022
arXiv
43
citations
Universality of Linear Recurrences Followed by Non-linear Projections: Finite-Width Guarantees and Benefits of Complex Eigenvalues
ICML 2024
arXiv
35
citations
Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise
ICLR 2025
arXiv
17
citations
Recurrent Distance Filtering for Graph Representation Learning
ICML 2024
arXiv
13
citations
On the Second-order Convergence Properties of Random Search Methods
NEURIPS 2021
arXiv
9
citations
On the Theoretical Properties of Noise Correlation in Stochastic Optimization
NEURIPS 2022
arXiv
7
citations
Geometric Inductive Biases of Deep Networks: The Role of Data and Architecture
ICLR 2025
arXiv
3
citations
Fixed-Point RNNs: Interpolating from Diagonal to Dense
NEURIPS 2025
arXiv
2
citations
Enhancing Optimizer Stability: Momentum Adaptation of The NGN Step-size
NEURIPS 2025
arXiv
1
citations
Rethinking the Variational Interpretation of Accelerated Optimization Methods
NEURIPS 2021
0
citations