Nicola Muca Cirone

PhD student, Imperial College London

2 papers at NeurIPS 2025

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Poster Session 3

1 paper

Thursday, December 4, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Fixed-Point RNNs: Interpolating from Diagonal to Dense

#3402 Spotlight · Sajad Movahedi, Felix Sarnthein, Nicola Muca Cirone, Antonio Orvieto

We introduce the Fixed-Point RNN framework to solve state-tracking tasks by parameterizing the state transition matrix as implicitly dense.

Poster Session 4

1 paper

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

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

#3909 Spotlight · Benjamin Walker, Lingyi Yang, Nicola Muca Cirone, Cristopher Salvi, Terry Lyons

Structured Linear Controlled Differential Equations: A unifying framework for sequence models with structured, input-dependent state-transition matrices