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Gianni Franchi

14 papers at tracked venues · 13 at CORE A* · active 2024–2026

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Venues

ICLR ×4NeurIPS ×3AAAI ×2CVPR ×2ICCV ×2WACV ×1

Frequent coauthors

Olivier Laurent
×4
David Filliat
×2
Massimiliano Mancini
×2
Mouïn Ben Ammar
×2
Antoine Manzanera
×2
Adrien Lafage
×2
Guoxuan Xia
×2
Nacim Belkhir
×2
Andrea Pilzer
×2
Emanuel Aldea
×2
Angela Yao
×2
Rémi Kazmierczak
×1

Papers

  1. Benchmarking XAI Explanations with Human-Aligned Evaluations
    AAAI 2026 ·
    Rémi Kazmierczak
    ,
    Steve Azzolin
    ,
    Eloïse Berthier
    ,
    Anna Hedström
    ,
    Patricia Delhomme
    ,
    David Filliat
    ,
    Nicolas Bousquet
    ,
    Goran Frehse
    ,
    Massimiliano Mancini
    ,
    Baptiste Caramiaux
    ,
    Andrea Passerini
    , Gianni Franchi
  2. COOkeD: Ensemble-Based OOD Detection in the Era of Zero-Shot CLIP
    ICCV 2025 ·
    Galadrielle Humblot-Renaux
    , Gianni Franchi,
    Sergio Escalera
    ,
    Thomas B. Moeslund
  3. Collaborative Instance Object Navigation: Leveraging Uncertainty-Awareness to Minimize Human-Agent Dialogues
    ICCV 2025 ·
    Francesco Taioli
    ,
    Edoardo Zorzi
    , Gianni Franchi,
    Alberto Castellini
    ,
    Alessandro Farinelli
    ,
    Marco Cristani
    ,
    Yiming Wang
  4. Double Descent Meets Out-of-Distribution Detection: Theoretical Insights and Empirical Analysis on the Role of Model Complexity
    NeurIPS 2025 ·
    Mouïn Ben Ammar
    ,
    David Brellmann
    ,
    Arturo Mendoza
    ,
    Antoine Manzanera
    , Gianni Franchi
  5. Hierarchical Light Transformer Ensembles for Multimodal Trajectory Forecasting
    WACV 2025 ·
    Adrien Lafage
    ,
    Mathieu Barbier
    , Gianni Franchi,
    David Filliat
  6. Torch-Uncertainty: Deep Learning Uncertainty Quantification
    NeurIPS 2025 ·
    Adrien Lafage
    ,
    Olivier Laurent
    ,
    Firas Gabetni
    , Gianni Franchi
  7. Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It
    ICLR 2025 ·
    Guoxuan Xia
    ,
    Olivier Laurent
    , Gianni Franchi,
    Christos-Savvas Bouganis
  8. Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation
    CVPR 2025 · Gianni Franchi,
    Nacim Belkhir
    ,
    Dat Nguyen Trong
    ,
    Guoxuan Xia
    ,
    Andrea Pilzer
  9. A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors
    ICLR 2024 ·
    Olivier Laurent
    ,
    Emanuel Aldea
    , Gianni Franchi
  10. Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression
    AAAI 2024 ·
    Xuanlong Yu
    , Gianni Franchi,
    Jindong Gu
    ,
    Emanuel Aldea
  11. Frustratingly Easy Test-Time Adaptation of Vision-Language Models
    NeurIPS 2024 ·
    Matteo Farina
    , Gianni Franchi,
    Giovanni Iacca
    ,
    Massimiliano Mancini
    ,
    Elisa Ricci
  12. Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models
    CVPR 2024 · Gianni Franchi,
    Olivier Laurent
    ,
    Maxence Leguéry
    ,
    Andrei Bursuc
    ,
    Andrea Pilzer
    ,
    Angela Yao
  13. NECO: NEural Collapse Based Out-of-distribution detection
    ICLR 2024 ·
    Mouïn Ben Ammar
    ,
    Nacim Belkhir
    ,
    Sebastian Popescu
    ,
    Antoine Manzanera
    , Gianni Franchi
  14. Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement
    ICLR 2024 ·
    Kai Xu
    ,
    Rongyu Chen
    , Gianni Franchi,
    Angela Yao