PPaperPicks

Alessio Gravina

8 papers at tracked venues · 7 at CORE A* · active 2024–2025

Venues

Frequent coauthors

Davide Bacciu
×7
Claudio Gallicchio
×5
Moshe Eliasof
×3
Carola-Bibiane Schönlieb
×3
Alvaro Arroyo
×2
Xiaowen Dong
×2
Pierre Vandergheynst
×2
Alessandro Trenta
×2
Andrea Ceni
×1
Benjamin Gutteridge
×1
Federico Barbero
×1
Michael M. Bronstein
×1

Papers

  1. Graph Adaptive Autoregressive Moving Average Models
    ICML 2025 ·
    Moshe Eliasof
    , Alessio Gravina,
    Andrea Ceni
    ,
    Claudio Gallicchio
    ,
    Davide Bacciu
    ,
    Carola-Bibiane Schönlieb
  2. On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems
    AAAI 2025 · Alessio Gravina,
    Moshe Eliasof
    ,
    Claudio Gallicchio
    ,
    Davide Bacciu
    ,
    Carola-Bibiane Schönlieb
  3. On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
    NeurIPS 2025 ·
    Alvaro Arroyo
    , Alessio Gravina,
    Benjamin Gutteridge
    ,
    Federico Barbero
    ,
    Claudio Gallicchio
    ,
    Xiaowen Dong
    ,
    Michael M. Bronstein
    ,
    Pierre Vandergheynst
  4. Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks
    ICLR 2025 ·
    Simon Heilig
    , Alessio Gravina,
    Alessandro Trenta
    ,
    Claudio Gallicchio
    ,
    Davide Bacciu
  5. Return of ChebNet: Understanding and Improving an Overlooked GNN on Long Range Tasks
    NeurIPS 2025 ·
    Ali Hariri
    ,
    Alvaro Arroyo
    , Alessio Gravina,
    Moshe Eliasof
    ,
    Carola-Bibiane Schönlieb
    ,
    Davide Bacciu
    ,
    Xiaowen Dong
    ,
    Kamyar Azizzadenesheli
    ,
    Pierre Vandergheynst
  6. SONAR: Long-Range Graph Propagation Through Information Waves
    NeurIPS 2025 ·
    Alessandro Trenta
    , Alessio Gravina,
    Davide Bacciu
  7. Long Range Propagation on Continuous-Time Dynamic Graphs
    ICML 2024 · Alessio Gravina,
    Giulio Lovisotto
    ,
    Claudio Gallicchio
    ,
    Davide Bacciu
    ,
    Claas Grohnfeldt
  8. Temporal Graph ODEs for Irregularly-Sampled Time Series
    IJCAI 2024 · Alessio Gravina,
    Daniele Zambon
    ,
    Davide Bacciu
    ,
    Cesare Alippi