Stefano Massaroli
18 papers · 2020–2025 · 4 conferences · across top CS/AI conferences
Achievements
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(32)
π
Interdisciplinary Bridge
π§
Keyword Pioneer
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Dynamic Duo
(17)
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(7)
ποΈ
Keyword Collector
(82)
π
Century Club
(18)
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(6)
Conferences
NIPS (10)
ICML (5)
ICLR (2)
AISTATS (1)
Top co-authors
Keywords
dynamical system
(3)
deep learning
(3)
neural network
(2)
neural ordinary differential equation
(2)
neural differential equation
(2)
model architecture
(1)
language modeling
(1)
transfer learning
(1)
time series generation
(1)
latent state space
(1)
efficient computing
(1)
computational efficiency
(1)
time series classification
(1)
optimal control
(1)
in-context learning
(1)
spectral analysis
(1)
data compression
(1)
fourier transform
(1)
abstraction learning
(1)
time series forecasting
(1)
Papers
STAR: Synthesis of Tailored Architectures
ICLR 2025
Quantifying Memory Utilization with Effective State-Size
ICML 2025
Mechanistic Design and Scaling of Hybrid Architectures
ICML 2024
State-Free Inference of State-Space Models: The *Transfer Function* Approach
ICML 2024
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks
NIPS 2023
Improving *day-ahead* Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context
NIPS 2023
Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions
NIPS 2023
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution
NIPS 2023
Ideal Abstractions for Decision-Focused Learning
AISTATS 2023
Hyena Hierarchy: Towards Larger Convolutional Language Models
ICML 2023
Deep Latent State Space Models for Time-Series Generation
ICML 2023
Neural Solvers for Fast and Accurate Numerical Optimal Control
ICLR 2022
Self-Similarity Priors: Neural Collages as Differentiable Fractal Representations
NIPS 2022
Transform Once: Efficient Operator Learning in Frequency Domain
NIPS 2022
Neural Hybrid Automata: Learning Dynamics With Multiple Modes and Stochastic Transitions
NIPS 2021
Differentiable Multiple Shooting Layers
NIPS 2021
Dissecting Neural ODEs
NIPS 2020
Hypersolvers: Toward Fast Continuous-Depth Models
NIPS 2020