Nicola Muca Cirone

Researcher, Cartesia AI

Joined

January 2023

Names

Nicola Muca Cirone (Preferred)

Emails

****@gmail.com (Confirmed)

,

****@imperial.ac.uk (Confirmed)

Personal Links

Career & Education History

Researcher

Cartesia AI (cartesia.ai)

2026 – Present

PhD student

Mathematics, Imperial College London (ic.ac.uk)

2022 – 2025

Advisors, Relations & Conflicts

PhD Advisor

Cristopher Salvi

2022 – 2025

Expertise

State Space Models

Present

Neural Controlled Differential equations

Present

Signature transform

Present

Deep learning

Present

Publications

Fixed-Point RNNs: Interpolating from Diagonal to Dense
Sajad Movahedi, Felix Sarnthein, Nicola Muca Cirone, Antonio Orvieto
- NeurIPS 2025 spotlight
- Readers: Everyone
Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models
Benjamin Walker, Lingyi Yang, Nicola Muca Cirone, Cristopher Salvi, Terry Lyons
- NeurIPS 2025 spotlight
- Readers: Everyone
Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations
Sajad Movahedi, Felix Sarnthein, Nicola Muca Cirone, Antonio Orvieto
- ICLR 2025 Workshop World Models
- Readers: Everyone
Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations
Sajad Movahedi, Felix Sarnthein, Nicola Muca Cirone, Antonio Orvieto
- SCOPE - ICLR 2025 Poster
- Readers: Everyone
Theoretical Foundations of Deep Selective State-Space Models
Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry Lyons
- NeurIPS 2024 poster
- Readers: Everyone
Neural signature kernels as infinite-width-depth-limits of controlled ResNets
Nicola Muca Cirone, Maud Lemercier, Cristopher Salvi
- ICML 2023 Poster
- Readers: Everyone

Co-Authors