Deep and Structured Machine Learning

Benchmarking in Neuro-Symbolic AI
Manhaeve, Robin; Giannini, Francesco; Ali, Mehdi; Azzolini, Damiano; Bizzarri, Alice; Borghesi, Andrea; Bortolotti, Samuele; De Raedt, Luc; Dhami, Devendra; Diligenti, Michelangelo; Dumančić, Sebastijan; Faltings, Boi; Gentili, Elisabetta; Gerevini, Alfonso; Gori, Marco; Guns, Tias; Homola, Martin; Kersting, Kristian; Lehmann, Jens; Lombardi, Michele; Lorello, Luca; Marconato, Emanuele; Melacci, Stefano; Passerini, Andrea; Paul, Debjit; Riguzzi, Fabrizio; Teso, Stefano; Yorke-Smith, Neil; Lippi, Marco in Lecture Notes in Computer Science, Germany: Springer Science and Business Media Deutschland GmbH, 2026, p. 238-249. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 9783032090867. Proceedings of: 4th International Joint Conference on Learning and Reasoning, IJCLR 2024, and 33rd International Conference on Inductive Logic Programming, ILP 2024, chn, 2024. - Publication URL . - DOI: 10.1007/978-3-032-09087-4_17

Symbol Grounding in Neuro-Symbolic AI: A Gentle Introduction to Reasoning Shortcuts
Marconato, Emanuele; Bortolotti, Samuele; Van Krieken, Emile; Morettin, Paolo; Umili, Elena; Vergari, Antonio; Tsamoura, Efthymia; Passerini, Andrea; Teso, Stefano in JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, v. 86, n. 40 (2026). - Publication URL . - DOI: 10.1613/jair.1.22389

Beyond Topological Self-Explainable GNNs: A Formal Explainability Perspective
Azzolin, Steve; Malhotra, Sagar; Passerini, Andrea; Teso, Stefano in Proceedings of the 42nd International Conference on Machine Learning, Cambridge, Ma: Cambridge MA: JMLR, 2026. Proceedings of: ICML 2025, Canada, 13th July - 19th July 2025. - Publication URL

Wasserstein-Aligned Hyperbolic Multi-View Clustering
Wang, Rui; Jiang, Yuting; Luo, Xiaoqing; Wu, Xiao-Jun; Sebe, Nicu; Chen, Ziheng in Proceedings Fortieth AAAI Conference on Artificial Intelligence (AAAI-26), New York: Association for the Advancement of Artificial Intelligence (AAAI), 2026, p. 26444-26452. - (PROCEEDINGS OF THE ... AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE; 31). Proceedings of: AAAI, Singapore, January 2026. - Publication URL . - DOI: 10.1609/aaai.v40i31.39851

Open-World Deepfake Attribution via Confidence-Aware Asymmetric Learning
Zheng, Haiyang; Pu, Nan; Li, Wenjing; Long, Teng; Sebe, Nicu; Zhong, Zhun in Proceedings of the AAAI Conference on Artificial Intelligence, New York: Association for the Advancement of Artificial Intelligence (AAAI), 2026, p. 13378-13386. - (PROCEEDINGS OF THE ... AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE; 16). - ISBN: 978-1-57735-906-7. Proceedings of: AAAI, Singapore, January 2026. - Publication URL . - DOI: 10.1609/aaai.v40i16.38341

Large-Scale Pre-trained Models are Surprisingly Strong in Incremental Novel Class Discovery
Liu, Mingxuan; Roy, Subhankar; Zhong, Zhun; Sebe, Nicu; Ricci, Elisa in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Heidelberg: Springer Science and Business Media Deutschland GmbH, 2025, p. 126-142. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 9783031784439. Proceedings of: 27th International Conference on Pattern Recognition, ICPR 2024, Kolkata, 2024. - DOI: 10.1007/978-3-031-78444-6_9

One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering
Das, Deepayan; Talon, Davide; Mancini, Massimiliano; Wang, Yiming; Ricci, Elisa in 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Los Alamitos, CA, USA: IEEE Computer Society, 2025, p. 5635-5645. - (IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION). - ISBN: 979-8-3315-1083-1. Proceedings of: WACV, Tucson, AZ, USA, 26 February 2025 - 06 March 2025. - Publication URL . - DOI: 10.1109/WACV61041.2025.00550

Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models
Berasi, Davide; Farina, Matteo; Mancini, Massimiliano; Ricci, Elisa; Strisciuglio, Nicola in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Los Alamitos, CA, USA: IEEE Computer Society, 2025, p. 24917-24927. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, usa, 2025. - Publication URL . - DOI: 10.1109/cvpr52734.2025.02320

Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
Guimard, Quentin; D'Incà, Moreno; Mancini, Massimiliano; Ricci, Elisa in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Los Alamitos, CA, USA: IEEE Computer Society, 2025, p. 15151-15161. - (PROCEEDINGS - IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, USA, 2025. - Publication URL . - DOI: 10.1109/cvpr52734.2025.01411

Test-Time Vocabulary Adaptation for Language-Driven Object Detection
Liu, Mingxuan; Hayes, Tyler L.; Mancini, Massimiliano; Ricci, Elisa; Volpi, Riccardo; Csurka, Gabriela in 2025 IEEE International Conference on Image Processing (ICIP), Los Alamitos, CA, USA: IEEE Computer Society, 2025, p. 540-545. - (PROCEEDINGS - INTERNATIONAL CONFERENCE ON IMAGE PROCESSING). - ISBN: 979-8-3315-2379-4. Proceedings of: 32nd IEEE International Conference on Image Processing, ICIP 2025, USA, 2025. - Publication URL . - DOI: 10.1109/icip55913.2025.11084618

Riemann Tensor Neural Networks: Learning Conservative Systems with Physics-Constrained Networks
Jnini, A.; Breschi, L.; Vella, F. in Proceedings of Machine Learning Research, Vancouver Canada: ML Research Press, 2025, p. 28304-28326. - (PROCEEDINGS OF MACHINE LEARNING RESEARCH). Proceedings of: 42nd International Conference on Machine Learning, ICML 2025, Vancouver, Canada, 2025. - Publication URL

Textual Knowledge Matters: Cross-Modality Co-teaching for Generalized Visual Class Discovery
Zheng, Haiyang; Pu, Nan; Li, Wenjing; Sebe, Nicu; Zhong, Zhun in Computer Vision – ECCV 2024. ECCV 2024. Lecture Notes in Computer Science, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND: Springer Science and Business Media Deutschland GmbH, 2025, p. 41-58. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 9783031729423. Proceedings of: 18th European Conference on Computer Vision, ECCV 2024, Milano, Sept. 2024. - Publication URL . - DOI: 10.1007/978-3-031-72943-0_3

3D Part Segmentation via Geometric Aggregation of 2D Visual Features
Garosi, Marco; Teboldi, Riccardo; Boscaini, Davide; Mancini, Massimiliano; Sebe, Nicu; Poiesi, Fabio in 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), New York: Institute of Electrical and Electronics Engineers Inc., 2025, p. 3257-3267. - (IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION). - ISBN: 9798331510831. Proceedings of: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2025, usa, 2025. - Publication URL . - DOI: 10.1109/WACV61041.2025.00322

Explaining the Explainers in Graph Neural Networks: a Comparative Study
Longa, Antonio; Azzolin, Steve; Santin, Gabriele; Cencetti, Giulia; Lio, Pietro; Lepri, Bruno; Passerini, Andrea in ACM COMPUTING SURVEYS, v. 57, n. 5 (2025), p. 120. - Publication URL . - DOI: 10.1145/3696444

3D Weakly Supervised Semantic Segmentation with 2D Vision-Language Guidance
Xu, Xiaoxu; Yuan, Yitian; Li, Jinlong; Zhang, Qiudan; Jie, Zequn; Ma, Lin; Tang, Hao; Sebe, Nicu; Wang, Xu in Computer Vision – ECCV 2024. ECCV 2024. Lecture Notes in Computer Science, vol 15131. Springer, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND: Springer Science and Business Media Deutschland GmbH, 2025, p. 87-104. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 9783031734632. Proceedings of: 18th European Conference on Computer Vision, ECCV 2024, Milano, Sept. 2024. - DOI: 10.1007/978-3-031-73464-9_6

Group-robust Machine Unlearning
De Min, Thomas; Roy, Subhankar; Lathuilière, Stéphane; Ricci, Elisa; Mancini, Massimiliano in TRANSACTIONS ON MACHINE LEARNING RESEARCH, v. 12/2025, (2025). - Publication URL

Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs
Azzolin, Steve; Longa, Antonio; Teso, Stefano; Passerini, Andrea in Proceedings of ICLR 2025, online: Curran Associates, Inc., 2025. Proceedings of: ICLR 2025, Singapore, 24-28 April 2025. - Publication URL

UNDERSTANDING MATRIX FUNCTION NORMALIZATIONS IN COVARIANCE POOLING THROUGH THE LENS OF RIEMANNIAN GEOMETRY
Chen, Ziheng; Song, Yue; Wu, Xiaojun; Liu, Gaowen; Sebe, Nicu in 13th International Conference on Learning Representations 2025 (ICLR 2025), New York: International Conference on Learning Representations, ICLR, 2025, p. 70005-70031. - ISBN: 9798331320850. Proceedings of: 13th International Conference on Learning Representations, ICLR 2025, Singapore, 2025. - Publication URL

GYROGROUP BATCH NORMALIZATION
Chen, Z.; Song, Y.; Wu, X. -J.; Sebe, N. in 13th International Conference on Learning Representations, ICLR 2025, New York: International Conference on Learning Representations, ICLR, 2025, p. 27559-27596. - ISBN: 9798331320850. Proceedings of: 13th International Conference on Learning Representations, ICLR 2025, Singapore, 2025

Multi-focal Conditioned Latent Diffusion for Person Image Synthesis
Liu, Jiaqi; Zhang, Jichao; Rota, Paolo; Sebe, Nicu in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New York: IEEE Computer Society, 2025, p. 16019-16028. - (PROCEEDINGS - IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, Nashville, USA, June 2025. - DOI: 10.1109/cvpr52734.2025.01493

Cross-Modal and Uncertainty-Aware Agglomeration for Open-Vocabulary 3D Scene Understanding
Li, Jinlong; Saltori, Cristiano; Poiesi, Fabio; Sebe, Nicu in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New York: IEEE, 2025, p. 19390-19400. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, Nashville, USA, June 2025. - Publication URL . - DOI: 10.1109/cvpr52734.2025.01806

GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative Models
D’Incà, Moreno; Peruzzo, Elia; Mancini, Massimiliano; Xu, Xingqian; Shi, Humphrey; Sebe, Nicu in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, v. 47, n. 11 (2025), p. 9863-9875. - Publication URL . - DOI: 10.1109/TPAMI.2025.3592901

Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens
Bortolotti, Samuele; Marconato, Emanuele; Morettin, Paolo; Passerini, Andrea; Teso, Stefano in Advances in Neural Information Processing Systems 38 (NeurIPS 2025), San Diego, CA: Neural Information Processing Systems Foundation, Inc. (NeurIPS), 2025, p. 1-40. - (ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS). Proceedings of: NeurIPS 2025, San Diego, California, United States of America, 2nd December - 7th December 2025. - Publication URL

Socially Pertinent Robots in Gerontological Healthcare
Alameda-Pineda, Xavier; Addlesee, Angus; Hernández García, Daniel; Reinke, Chris; Arias, Soraya; Arrigoni, Federica; Auternaud, Alex; Blavette, Lauriane; Beyan, Cigdem; Gomez Camara, Luis; Cohen, Ohad; Conti, Alessandro; Dacunha, Sébastien; Dondrup, Christian; Ellinson, Yoav; Ferro, Francesco; Gannot, Sharon; Gras, Florian; Gunson, Nancie; Horaud, Radu; D'Incà, Moreno; Kimouche, Imad; Lemaignan, Séverin; Lemon, Oliver; Liotard, Cyril; Marchionni, Luca; Moradi, Mordehay; Pajdla, Tomas; Pino, Maribel; Polic, Michal; Py, Matthieu; Rado, Ariel; Ren, Bin; Ricci, Elisa; Rigaud, Anne-Sophie; Rota, Paolo; Romeo, Marta; Sebe, Nicu; Sieińska, Weronika; Tandeitnik, Pinchas; Tonini, Francesco; Turro, Nicolas; Wintz, Timothée; Yu, Yanchao in INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS, v. 17, n. 12 (2025), p. 3047-3068. - Publication URL . - DOI: 10.1007/s12369-025-01330-6

Compositional Caching for Training-free Open-vocabulary Attribute Detection
Garosi, Marco; Conti, Alessandro; Liu, Gaowen; Ricci, Elisa; Mancini, Massimiliano in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Los Alamitos, CA, USA: IEEE Computer Society, 2025, p. 15098-15107. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, Nashville, TN, USA, 2025. - Publication URL . - DOI: 10.1109/cvpr52734.2025.01406

Unlearning Personal Data from a Single Image
De Min, T.; Mancini, M.; Lathuiliere, S.; Roy, S.; Ricci, E. in TRANSACTIONS ON MACHINE LEARNING RESEARCH, v. 03/2025, (2025). - Publication URL

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models
Gulati, Aditya; D'Incà, Moreno; Sebe, Nicu; Lepri, Bruno; Oliver, Nuria in Proceedings of the Eighth AAAI/ACM Conference on AI, Ethics, and Society (AIES 2025), New York: Association for the Advancement of Artificial Intelligence, 2025, p. 1154-1168. - ISBN: 1-57735-902-X. Proceedings of: AIES 2025, Madrid, October 2025. - Publication URL . - DOI: 10.1609/aies.v8i2.36619

A Correlation Manifold Self-Attention Network for EEG Decoding
Hu, Chen; Wang, Rui; Song, Xiaoning; Zhou, Tao; Wu, Xiao-Jun; Sebe, Nicu; Chen, Ziheng in Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25), New York: International Joint Conferences on Artificial Intelligence, 2025, p. 5372-5380. - (IJCAI). - ISBN: 9781956792065. Proceedings of: 34th Internationa Joint Conference on Artificial Intelligence, IJCAI 2025, can, 2025. - Publication URL . - DOI: 10.24963/ijcai.2025/598

Automatic CTA analysis for blood vessels and aneurysm features extraction in EVAR planning
Robbi, Erich; Ravanelli, Daniele; Allievi, Sara; Raunig, Igor; Bonvini, Stefano; Passerini, Andrea; Trianni, Annalisa in SCIENTIFIC REPORTS, v. 15, n. 1 (2025). - Publication URL . - DOI: 10.1038/s41598-025-00484-7

Structural Topology Refinement Network for Skeleton-Based Action Recognition
Wang, Rui; Jin, Jiayao; Chen, Ziheng; Wu, Cong; Wu, Xiao-Jun; Sebe, Nicu in IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, v. 74, (2025), p. 1-16. - Publication URL . - DOI: 10.1109/TIM.2025.3568099

FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation
Zhao, Dong; Li, Jinlong; Wang, Shuang; Wu, Mengyao; Zang, Qi; Sebe, Nicu; Zhong, Zhun in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New York: IEEE, 2025, p. 15043-15054. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, Nashville, USA, June 2025. - Publication URL . - DOI: 10.1109/cvpr52734.2025.01401

Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages
Farina, Matteo; Mancini, Massimiliano; Iacca, Giovanni; Ricci, Elisa in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New York, NY, USA: IEEE Computer Society, 2025, p. 29989-29998. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, Nashville, 10th June-17th June 2025. - Publication URL . - DOI: 10.1109/cvpr52734.2025.02791

CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP
Xing, Songlong; Zhao, Zhengyu; Sebe, Nicu in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: IEEE COMPUTER SOC, 2025, p. 15172-15182. - (PROCEEDINGS - IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3315-4364-8. Proceedings of: CVPR, Nashville, USA, June 2025. - Publication URL . - DOI: 10.1109/cvpr52734.2025.01413

Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning
De Min, Thomas; Mancini, Massimiliano; Lathuilière, Stéphane; Roy, Subhankar; Ricci, Elisa in 3rd Conference on Lifelong Learning Agents (CoLLAs), 2024, Montreal, Quebec, Canada: McGill University, 2024, p. 852-868. - (PROCEEDINGS OF MACHINE LEARNING RESEARCH). Proceedings of: Conference on Lifelong Learning Agents (CoLLAs), Pisa, Italia, 29/07/2024 - 01/08/2024. - Publication URL

OpenBias: Open-Set Bias Detection in Text-to-Image Generative Models
D'Incà, Moreno; Peruzzo, Elia; Mancini, Massimiliano; Xu, Dejia; Goe, Vidit; Xu, Xingqian; Wang, Zhangyang; Shi, Humphrey; Sebe, Nicu in IEEE/CVF Conference on Computer Vision and Pattern Recognition, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: IEEE Computer Society, 2024, p. 12225-12235. - (PROCEEDINGS - IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3503-5300-6. Proceedings of: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024, Seattle, WA, USA, 16-22 June 2024. - Publication URL . - DOI: 10.1109/cvpr52733.2024.01162

Riemannian Multinomial Logistics Regression for SPD Neural Networks
Chen, Ziheng; Song, Yue; Liu, Gaowen; Kompella, Ramana Rao; Wu, Xiao-Jun; Sebe, Nicu in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Piscataway, NJ USA: IEEE, 2024, p. 17086-17096. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3503-5300-6. Proceedings of: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, USA, 16-22 June 2024. - Publication URL . - DOI: 10.1109/cvpr52733.2024.01617

Sheaf Diffusion Goes Nonlinear: Enhancing GNNs with Adaptive Sheaf Laplacians
Zaghen, Olga; Longa, Antonio; Azzolin, Steve; Telyatnikov, Lev; Passerini, Andrea; Lio`, Pietro in Proceedings of the Geometry-grounded Representation Learning and Generative Modeling at the 41st International Conference on Machine Learning, Vienna, Austria: PMLR, 2024. - (PROCEEDINGS OF MACHINE LEARNING RESEARCH). Proceedings of: GRAM 2024, Vienna, Austria, 27th July 2024. - Publication URL

A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts
Bortolotti, Samuele; Marconato, Emanuele; Carraro, Tommaso; Morettin, Paolo; van Krieken, Emile; Vergari, Antonio; Teso, Stefano; Passerini, Andrea in Advances in Neural Information Processing Systems 37 (NeurIPS 2024), San Diego, CA: Neural Information Processing Systems Foundation, Inc. (NeurIPS), 2024. - (ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS). Proceedings of: NeurIPS 2024, Vancouver, British Columbia, CA, 10th 10th December-15th December 2024. - Publication URL

UVMap-ID: A Controllable and Personalized UV Map Generative Model
Weijie Wang, Authors:; Zhang, Jichao; Liu, Chang; Li, Xia; Xu, Xingqian; Shi, Humphrey; Sebe, Nicu; Lepri, Bruno in MM '24: Proceedings of the 32nd ACM International Conference on Multimedia, New York: Association for Computing Machinery, Inc, 2024, p. 10725-10734. - ISBN: 9798400706868. Proceedings of: 32nd ACM International Conference on Multimedia, MM 2024, aus, 2024. - Publication URL . - DOI: 10.1145/3664647.3680861

The Phantom Menace: Unmasking Privacy Leakages in Vision-Language Models
Caldarella, Simone; Mancini, Massimiliano; Ricci, Elisa; Aljundi, Rahaf in Computer Vision – ECCV 2024 Workshops, Heidelberg, Germania: Springer, 2024. Proceedings of: Trust What You learN (TWYN) Workshop Organized in conjunction with ECCV 2024, Milano, Italia, 30/09/2024

LESS: Label-Efficient and Single-Stage Referring 3D Instance Segmentation
Liu, Xuexun; Xu, Xiaoxu; Li, Jinlong; Zhang, Qiudan; Wang, Xu; Sebe, Nicu; Ma, Lin in 38th Conference on Neural Information Processing Systems (NeurIPS 2024), New York: NeurIPS, 2024. Proceedings of: 38th Conference on Neural Information Processing Systems (NeurIPS 2024)., Vancouver, Canada, December 2024. - Publication URL

RMLR: Extending Multinomial Logistic Regression into General Geometries
Chen, Ziheng; Song, Yue; Wang, Rui; Wu, Xiao-Jun; Sebe, Nicu in 38th Conference on Neural Information Processing Systems (NeurIPS 2024), New York: NeurIPS, 2024. - (ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS). Proceedings of: 38th Conference on Neural Information Processing Systems, NeurIPS 2024, Vancouver, Canada, December 2024. - Publication URL . - DOI: 10.52202/079017-1908

Generalized Source-Free Domain-adaptive Segmentation via Reliable Knowledge Propagation
Zang, Qi; Wang, Shuang; Zhao, Dong; Yang, Hu; Quan, Dou; Li, Jinlong; Sebe, Nicu; Zhong, Zhun in MM '24: Proceedings of the 32nd ACM International Conference on Multimedia, New York: Association for Computing Machinery, Inc, 2024, p. 5967-5976. - ISBN: 9798400706868. Proceedings of: 32nd ACM International Conference on Multimedia, MM 2024, aus, 2024. - Publication URL . - DOI: 10.1145/3664647.3680567

Frustratingly Easy Test-Time Adaptation of Vision-Language Models
Farina, Matteo; Franchi, Gianni; Iacca, Giovanni; Mancini, Massimiliano; Ricci, Elisa in 38th Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver: NeurIPS Foundation, 2024. - (ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS). Proceedings of: 38th Conference on Neural Information Processing Systems, NeurIPS 2024, Vancouver, 10th Dic 2024-15th Dec 2024. - Publication URL

MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning
Farina, Matteo; Mancini, Massimiliano; Cunegatti, Elia; Iacca, Giovanni; Ricci, Elisa in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: IEEE Computer Society, 2024, p. 16185-16195. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 9798350353006. Proceedings of: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024, Seattle, WA, USA, 17th June 2024–21st June 2024. - DOI: 10.1109/cvpr52733.2024.01532
[other topics: Machine Learning and Intelligent Optimization

Personalized Bundle Recommendation Using Preference Elicitation and the Choquet Integral
Robbi, Erich; Bronzini, Marco; Viappiani, Paolo; Passerini, Andrea in FRONTIERS IN ARTIFICIAL INTELLIGENCE, v. 7, (2024), p. 1-16. - Publication URL . - DOI: 10.3389/frai.2024.1346684

BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts
Marconato, Emanuele; Bortolotti, Samuele; van Krieken, Emile; Vergari, Antonio; Passerini, Andrea; Teso, Stefano in Proceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence, Universitat Pompeu Fabra, Barcelona, Spain: PMLR, 2024, p. 2399-2433. - (PROCEEDINGS OF MACHINE LEARNING RESEARCH). Proceedings of: UAI2024, Barcelona, ES, 16th July-18th July 2024. - Publication URL . - DOI: 10.48550/arXiv.2402.12240

Improving Fairness using Vision-Language Driven Image Augmentation
D'Inca, Moreno; Tzelepis, Christos; Patras, Ioannis; Sebe, Nicu in Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024, Piscataway, NJ USA: Institute of Electrical and Electronics Engineers Inc., 2024, p. 4683-4692. - (PROCEEDINGS IEEE WORKSHOP ON APPLICATIONS OF COMPUTER VISION). - ISBN: 979-8-3503-1892-0. Proceedings of: 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024, Waikoloa, HI, USA, 03-08 January, 2024. - Publication URL . - DOI: 10.1109/WACV57701.2024.00463

Understanding Sparse Neural Networks from their Topology via Multipartite Graph Representations
Cunegatti, Elia; Farina, Matteo; Bucur, Doina; Iacca, Giovanni in TRANSACTIONS ON MACHINE LEARNING RESEARCH, v. 2024, (2024). - Publication URL
[other topics: Machine Learning and Intelligent Optimization

A Lie Group Approach to Riemannian Batch Normalization
Chen, Ziheng; Song, Yue; Liu, Yunmei; Sebe, Nicu in 12th International Conference on Learning Representations, ICLR 2024, New York: International Conference on Learning Representations, ICLR, 2024. Proceedings of: 12th International Conference on Learning Representations, ICLR 2024, Vienna, 2024. - Publication URL

Democratizing Fine-grained Visual Recognition with Large Language Models
Liu, Mingxuan; Roy, Subhankar; Li, Wenjing; Zhong, Zhun; Sebe, Nicu; Ricci, Elisa in 12th International Conference on Learning Representations, ICLR 2024, New York: International Conference on Learning Representations, ICLR, 2024. Proceedings of: 12th International Conference on Learning Representations, ICLR 2024, Vienna, 2024. - Publication URL

Adaptive Log-Euclidean Metrics for SPD Matrix Learning
Chen, Ziheng; Song, Yue; Xu, Tianyang; Huang, Zhiwu; Wu, Xiao-Jun; Sebe, Nicu in IEEE TRANSACTIONS ON IMAGE PROCESSING, v. 33, (2024), p. 5194-5205. - Publication URL . - DOI: 10.1109/TIP.2024.3451930

Open-Vocabulary Object 6D Pose Estimation
Corsetti, Jaime; Boscaini, Davide; Changjae, Oh; Cavallaro, Andrea; Poiesi, Fabio in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: IEEE/CVF, 2024, p. 18071-18080. - (PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION). - ISBN: 979-8-3503-5300-6. Proceedings of: CVPR, Seattle, 15-22 June 2024. - Publication URL . - DOI: 10.1109/CVPR52733.2024.01711

Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery
Zheng, Haiyang; Pu, Nan; Li, Wenjing; Sebe, Nicu; Zhong, Zhun in Advances in Neural Information Processing Systems 37 (NeurIPS 2024), New York: NeurIPS, 2024. - (ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS). - ISBN: 9798331314385. Proceedings of: 38th Conference on Neural Information Processing Systems, NeurIPS 2024, Vancouver, Canada, December 2024. - Publication URL

Revisiting Fully Convolutional Geometric Features for Object 6D Pose Estimation
Corsetti, Jaime; Boscaini, Davide; Poiesi, Fabio in 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA: Institute of Electrical and Electronics Engineers Inc., 2023, p. 2095-2104. - (... IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS). - ISBN: 979-8-3503-0744-3. Proceedings of: 19th IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023, Paris, France, October 2023. - Publication URL . - DOI: 10.1109/ICCVW60793.2023.00224

A Simple Latent Variable Model for Graph Learning and Inference
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Response Generation in Longitudinal Dialogues: Which Knowledge Representation Helps?
Mousavi, Seyed Mahed; Caldarella, Simone; Riccardi, Giuseppe in Proceedings of the 5th Workshop on NLP for Conversational AI (NLP4ConvAI 2023), Association for Computational Linguistics: Association for Computational Linguistics (ACL), 2023, p. 1-11. - (PROCEEDINGS OF THE CONFERENCE - ASSOCIATION FOR COMPUTATIONAL LINGUISTICS. MEETING). - ISBN: 9781959429975. Proceedings of: 5th Workshop on NLP for Conversational AI, NLP4ConvAI 2023, co-located with ACL 2023, Toronto, Canada, July 14, 2023. - Publication URL . - DOI: 10.18653/v1/2023.nlp4convai-1.1

Object-aware Gaze Target Detection
Tonini, Francesco; Dall'Asen, Nicola; Beyan, Cigdem; Ricci, Elisa in IEEE/CVF International Conference on Computer Vision (ICCV), Piscataway, NJ USA: IEEE, 2023, p. 21803-21812. - (PROCEEDINGS IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION). - ISBN: 979-8-3503-0718-4. Proceedings of: 2023 IEEE/CVF International Conference on Computer Vision, ICCV 2023, Paris, France, 2th – 6th Oct 2023. - Publication URL . - DOI: 10.1109/ICCV51070.2023.01998

Global Explainability of GNNs via Logic Combination of Learned Concepts
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Global Explainability of GNNs via Logic Combination of Learned Concepts
Azzolin, Steve; Longa, Antonio; Barbiero, Pietro; Liò, Pietro; Passerini, Andrea in The First Learning on Graphs Conference, SL: SN, 2023, p. 1-16. Proceedings of: LOG 2022, Virtual event, 9–12 December, 2022.. - Publication URL

Unleashing the Transferability Power of Unsupervised Pre-Training for Emotion Recognition in Masked and Unmasked Facial Images
Dinca, Moreno; Beyan, Cigdem; Niewiadomski, Radoslaw; Barattin, Simone; Sebe, Nicu in IEEE ACCESS, v. 11, (2023), p. 90876-90890. - Publication URL . - DOI: 10.1109/ACCESS.2023.3308047

Environmentally-Aware Bundle Recommendation Using the Choquet Integral
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Spatio-Temporal Graph Diffusion for Text-Driven Human Motion Generation
Liu, Chang; Zhao, Mengyi; Ren, Bin; Liu, Mengyuan; Sebe, Nicu in British Machine Vision Conference, 2023. Proceedings of: BMVC, Aberdeen, UK, 20th November - 24th November 2023

On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers
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Multimodal Across Domains Gaze Target Detection
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Guest Editorial: Introduction to the Special Section on Communication-Efficient Distributed Machine Learning
Chu, X.; Giunchiglia, F.; Neglia, G.; Gregg, D.; Liu, J. in IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, v. 9, n. 4 (2022), p. 1949-1950. - DOI: 10.1109/TNSE.2022.3181503

Can Emotion Carriers Explain Automatic Sentiment Prediction? A Study on Personal Narratives
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Multi-source Multi-domain Sentiment Analysis with BERT-based Models
Roccabruna, G.; Azzolin, Steve; Riccardi, G. in European Language Resources Association, Parigi: European Language Resources Association, 2022, p. 581-589. - ISBN: 979-10-95546-72-6. Proceedings of: LREC, Marsiglia, 20th June - 25th June 2022. - Publication URL

Class-Incremental Novel Class Discovery
Roy, Subhankar; Liu, Mingxuan; Zhong, Zhun; Sebe, Nicu; Ricci, Elisa in European Conference on Computer Vision (ECCV), Heidelberg: Springer, 2022, p. 317-333. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 978-3-031-19826-7. Proceedings of: 17th European Conference on Computer Vision, ECCV 2022, Tel Aviv, 23-27 October 2022. - Publication URL . - DOI: 10.1007/978-3-031-19827-4_19

Constraints on Higgs boson production with large transverse momentum using H →b b ¯ decays in the ATLAS detector
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A measurement of material in the ATLAS tracker using secondary hadronic interactions in 7TeV pp collisions
Aaboud, M.; Aad, G.; Abbott, B.; Abdallah, J.; Abdinov, O.; Abeloos, B.; Aben, R.; Abouzeid, O. S.; Abraham, N. L.; Abramowicz, H.; Abreu, H.; Abreu, R.; Abulaiti, Y.; Acharya, B. S.; Adamczyk, L.; Adams, D. L.; Adelman, J.; Adomeit, S.; Adye, T.; Affolder, A. A.; Agatonovic-Jovin, T.; Agricola, J.; Aguilar-Saavedra, J. A.; Ahlen, S. P.; Ahmadov, F.; Aielli, G.; Akerstedt, H.; Akesson, T. P. A.; Akimov, A. V.; Alberghi, G. L.; Albert, J.; Albrand, S.; Alconada Verzini, M. J.; Aleksa, M.; Aleksandrov, I. N.; Alexa, C.; Alexander, G.; Alexopoulos, T.; Alhroob, M.; Ali, B.; Aliev, M.; Alimonti, G.; Alison, J.; Alkire, S. P.; Allbrooke, B. M. M.; Allen, B. W.; Allport, P. P.; Aloisio, A.; Alonso, A.; Alonso, F.; Alpigiani, C.; Alstaty, M.; Alvarez Gonzalez, B.; Alvarez Piqueras, D.; Alviggi, M. G.; Amadio, B. T.; Amako, K.; Amaral Coutinho, Y.; Amelung, C.; Amidei, D.; Amor Dos Santos, S. P.; Amorim, A.; Amoroso, S.; Amundsen, G.; Anastopoulos, C.; Ancu, L. S.; Andari, N.; Andeen, T.; Anders, C. F.; Anders, G.; Anders, J. K.; Anderson, K. J.; Andreazza, A.; Andrei, V.; Angelidakis, S.; Angelozzi, I.; Anger, P.; Angerami, A.; Anghinolfi, F.; Anisenkov, A. V.; Anjos, N.; Annovi, A.; Antel, C.; Antonelli, M.; Antonov, A.; Anulli, F.; Aoki, M.; Aperio Bella, L.; Arabidze, G.; Arai, Y.; Araque, J. P.; Arce, A. T. H.; Arduh, F. A.; Arguin, J. -F.; Argyropoulos, S.; Arik, M.; Armbruster, A. J.; Armitage, L. J.; Arnaez, O.; Arnold, H.; Arratia, M.; Arslan, O.; Artamonov, A.; Artoni, G.; Artz, S.; Asai, S.; Asbah, N.; Ashkenazi, A.; Asman, B.; Asquith, L.; Assamagan, K.; Astalos, R.; Atkinson, M.; Atlay, N. B.; Augsten, K.; Avolio, G.; Axen, B.; Ayoub, M. K.; Azuelos, G.; Baak, M. A.; Baas, A. E.; Baca, M. J.; Bachacou, H.; Bachas, K.; Backes, M.; Backhaus, M.; Bagiacchi, P.; Bagnaia, P.; Bai, Y.; Baines, J. T.; Baker, O. K.; Baldin, E. M.; Balek, P.; Balestri, T.; Balli, F.; Balunas, W. K.; Banas, E.; Banerjee, Sw.; Bannoura, A. A. E.; Barak, L.; Barberio, E. L.; Barberis, D.; Barbero, M.; Barillari, T.; Barisits, M. -S.; Barklow, T.; Barlow, N.; Barnes, S. L.; Barnett, B. M.; Barnett, R. M.; Barnovska, Z.; Baroncelli, A.; Barone, G.; Barr, A. J.; Barranco Navarro, L.; Barreiro, F.; Barreiro Guimaraes Da Costa, J.; Bartoldus, R.; Barton, A. E.; Bartos, P.; Basalaev, A.; Bassalat, A.; Bates, R. L.; Batista, S. J.; Batley, J. R.; Battaglia, M.; Bauce, M.; Bauer, F.; Bawa, H. S.; Beacham, J. B.; Beattie, M. D.; Beau, T.; Beauchemin, P. H.; Bechtle, P.; Beck, H. P.; Becker, K.; Becker, M.; Beckingham, M.; Becot, C.; Beddall, A. J.; Beddall, A.; Bednyakov, V. A.; Bedognetti, M.; Bee, C. P.; Beemster, L. J.; Beermann, T. A.; Begel, M.; Behr, J. K.; Belanger-Champagne, C.; Bell, A. S.; Bella, G.; Bellagamba, L.; Bellerive, A.; Bellomo, M.; Belotskiy, K.; Beltramello, O.; Belyaev, N. L.; Benary, O.; Benchekroun, D.; Bender, M.; Bendtz, K.; Benekos, N.; Benhammou, Y.; Benhar Noccioli, E.; Benitez, J.; Benjamin, D. P.; Bensinger, J. R.; Bentvelsen, S.; Beresford, L.; Beretta, M.; Berge, D.; Bergeaas Kuutmann, E.; Berger, N.; Beringer, J.; Berlendis, S.; Bernard, N. R.; Bernius, C.; Bernlochner, F. U.; Berry, T.; Berta, P.; Bertella, C.; Bertoli, G.; Bertolucci, F.; Bertram, I. A.; Bertsche, C.; Bertsche, D.; Besjes, G. J.; Bessidskaia Bylund, O.; Bessner, M.; Besson, N.; Betancourt, C.; Bethani, A.; Bethke, S.; Bevan, A. J.; Bianchi, R. M.; Bianchini, L.; Bianco, M.; Biebel, O.; Biedermann, D.; Bielski, R.; Biesuz, N. V.; Biglietti, M.; Bilbao De Mendizabal, J.; Billoud, T. R. V.; Bilokon, H.; Bindi, M.; Binet, S.; Bingul, A.; Bini, C.; Biondi, S.; Bisanz, T.; Bjergaard, D. M.; Black, C. W.; Black, J. E.; Black, K. M.; Blackburn, D.; Blair, R. E.; Blanchard, J. -B.; Blazek, T.; Bloch, I.; Blocker, C.; Blum, W.; Blumenschein, U.; Blunier, S.; Bobbink, G. J.; Bobrovnikov, V. S.; Bocchetta, S. S.; Bocci, A.; Bock, C.; Boehler, M.; Boerner, D.; Bogaerts, J. A.; Bogavac, D.; Bogdanchikov, A. G.; Bohm, C.; Boisvert, V.; Bokan, P.; Bold, T.; Boldyrev, A. in JOURNAL OF INSTRUMENTATION, v. 11, n. 11 (2016). - Publication URL . - DOI: 10.1088/1748-0221/11/11/P11020