Picture for Nicola Muca Cirone

Nicola Muca Cirone

Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models

Add code
May 23, 2025
Viaarxiv icon

ParallelFlow: Parallelizing Linear Transformers via Flow Discretization

Add code
Apr 01, 2025
Figure 1 for ParallelFlow: Parallelizing Linear Transformers via Flow Discretization
Figure 2 for ParallelFlow: Parallelizing Linear Transformers via Flow Discretization
Figure 3 for ParallelFlow: Parallelizing Linear Transformers via Flow Discretization
Viaarxiv icon

Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations

Add code
Mar 13, 2025
Figure 1 for Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations
Figure 2 for Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations
Figure 3 for Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations
Figure 4 for Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations
Viaarxiv icon

Signature Reconstruction from Randomized Signatures

Add code
Feb 05, 2025
Figure 1 for Signature Reconstruction from Randomized Signatures
Figure 2 for Signature Reconstruction from Randomized Signatures
Figure 3 for Signature Reconstruction from Randomized Signatures
Figure 4 for Signature Reconstruction from Randomized Signatures
Viaarxiv icon

Rough kernel hedging

Add code
Jan 16, 2025
Figure 1 for Rough kernel hedging
Figure 2 for Rough kernel hedging
Viaarxiv icon

Graph Expansions of Deep Neural Networks and their Universal Scaling Limits

Add code
Jul 11, 2024
Figure 1 for Graph Expansions of Deep Neural Networks and their Universal Scaling Limits
Figure 2 for Graph Expansions of Deep Neural Networks and their Universal Scaling Limits
Figure 3 for Graph Expansions of Deep Neural Networks and their Universal Scaling Limits
Figure 4 for Graph Expansions of Deep Neural Networks and their Universal Scaling Limits
Viaarxiv icon

Theoretical Foundations of Deep Selective State-Space Models

Add code
Mar 04, 2024
Viaarxiv icon

Neural signature kernels as infinite-width-depth-limits of controlled ResNets

Add code
Mar 30, 2023
Figure 1 for Neural signature kernels as infinite-width-depth-limits of controlled ResNets
Figure 2 for Neural signature kernels as infinite-width-depth-limits of controlled ResNets
Figure 3 for Neural signature kernels as infinite-width-depth-limits of controlled ResNets
Viaarxiv icon