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Collaborations and top research areas from the last five years
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Enhancing Concept Localization in CLIP-based Concept Bottleneck Models
Kazmierczak, R., Azzolin, S., Berthier, E., Frehse, G. & Franchi, G., 1 Jan 2026, In: Transactions on Machine Learning Research. 2026-JanuaryResearch output: Contribution to journal › Article › peer-review
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Foundation models and Transformers for anomaly detection: A survey
Ammar, M. B., Mendoza, A., Belkhir, N., Manzanera, A. & Franchi, G., 1 Feb 2026, In: Information Fusion. 126, 103517.Research output: Contribution to journal › Article › peer-review
Open Access -
Explainability and vision foundation models: A survey
Kazmierczak, R., Berthier, E., Frehse, G. & Franchi, G., 1 Oct 2025, In: Information Fusion. 122, 103184.Research output: Contribution to journal › Article › peer-review
Open Access -
Hierarchical Light Transformer Ensembles for Multimodal Trajectory Forecasting
Lafage, A., Barbier, M., Franchi, G. & Filliat, D., 1 Jan 2025, Proceedings - 2025 IEEE Winter Conference on Applications of Computer Vision, WACV 2025. Institute of Electrical and Electronics Engineers Inc., p. 1682-1691 10 p. (Proceedings - 2025 IEEE Winter Conference on Applications of Computer Vision, WACV 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Robust trajectory forecasting in autonomous systems using mixtures of Student's T-distributions with T-DistNet
Lafage, A., Franchi, G., Barbier, M. & Filliat, D., 1 Sept 2025, In: Pattern Recognition. 165, 111524.Research output: Contribution to journal › Article › peer-review
Open Access -
TOWARDS UNDERSTANDING WHY LABEL SMOOTHING DEGRADES SELECTIVE CLASSIFICATION AND HOW TO FIX IT
Xia, G., Laurent, O., Franchi, G. & Bouganis, C. S., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 11566-11599 34 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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A SYMMETRY-AWARE EXPLORATION OF BAYESIAN NEURAL NETWORK POSTERIORS
Laurent, O., Aldea, E. & Franchi, G., 1 Jan 2024.Research output: Contribution to conference › Paper › peer-review
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CLIP-QDA: An Explainable Concept Bottleneck Model
Kazmierczak, R., Berthier, E., Frehse, G. & Franchi, G., 1 Jan 2024, In: Transactions on Machine Learning Research. 2024Research output: Contribution to journal › Article › peer-review
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Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression
Yu, X., Franchi, G., Gu, J. & Aldea, E., 25 Mar 2024, Technical Tracks 14. Wooldridge, M., Dy, J. & Natarajan, S. (eds.). 7 ed. Association for the Advancement of Artificial Intelligence, p. 6835-6843 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 38, no. 7).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Encoding the Latent Posterior of Bayesian Neural Networks for Uncertainty Quantification
Franchi, G., Bursuc, A., Aldea, E., Dubuisson, S. & Bloch, I., 1 Apr 2024, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 4, p. 2027-2040 14 p.Research output: Contribution to journal › Article › peer-review
Open Access