Publications


119 entries « 1 of 3 »

2024

Achddou, Juliette; Cesa-Bianchi, Nicolò; Laforgue, Pierre

Multitask Online Learning: Listen to the Neighborhood Buzz Miscellaneous

2024.

BibTeX

Cinà, Antonio Emanuele; Villani, Francesco; Pintor, Maura; Schönherr, Lea; Biggio, Battista; Pelillo, Marcello

σ-zero: Gradient-based Optimization of $ell_0$-norm Adversarial Examples Miscellaneous

2024.

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Franco, Danilo; D’Amato, Vincenzo Stefano; Pasa, Luca; Navarin, Nicolò; Oneto, Luca

Fair graph representation learning: Empowering NIFTY via Biased Edge Dropout and Fair Attribute Preprocessing Journal Article

In: Neurocomputing, vol. 563, pp. 126948, 2024, ISSN: 0925-2312.

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Zhang, Xiyue; Wang, Benjie; Kwiatkowska, Marta

Provable Preimage Under-Approximation for Neural Networks (Full Version) Miscellaneous

2024.

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Iurada, Leonardo; Bucci, Silvia; Hospedales, Timothy M.; Tommasi, Tatiana

Fairness Meets Cross-Domain Learning: A Benchmark of Models and Metrics Journal Article

In: IEEE Access, vol. 12, pp. 47854-47867, 2024.

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Hariat, Marwane; Laurent, Olivier; Kazmierczak, Rémi; Zhang, Shihao; Bursuc, Andrei; Yao, Angela; Franchi, Gianni

Learning to Generate Training Datasets for Robust Semantic Segmentation Miscellaneous

2024.

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Jiang, Ziping; Angelov, Plamen; Kangin, Dmitry; Zhang, Zhaonian; Jiang, Richard

On Neuron Activation Pattern and Applications unknown

2024.

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Grazzi, Riccardo; Pontil, Massimiliano; Salzo, Saverio

Nonsmooth Implicit Differentiation: Deterministic and Stochastic Convergence Rates Miscellaneous

2024.

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Grazzi, Riccardo; Siems, Julien; Schrodi, Simon; Brox, Thomas; Hutter, Frank

Is Mamba Capable of In-Context Learning? Miscellaneous

2024.

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Zhu, Derui; Chen, Dingfan; Li, Qing; Chen, Zongxiong; Ma, Lei; Grossklags, Jens; Fritz, Mario

PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics Miscellaneous

2024.

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Zhang, Xiyue; Wang, Benjie; Kwiatkowska, Marta

Provable Preimage Under-Approximation for Neural Networks (Full Version) Miscellaneous

2024.

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Fahes, Mohammad; Vu, Tuan-Hung; Bursuc, Andrei; Pérez, Patrick; Charette, Raoul

A Simple Recipe for Language-guided Domain Generalized Segmentation Miscellaneous

2024.

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Garcia-Bordils, Sergi; Karatzas, Dimosthenis; Rusiñol, Marçal

STEP – Towards Structured Scene-Text Spotting Proceedings Article

In: 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), pp. 872-881, 2024.

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Trizna, Dmitrijs; Demetrio, Luca; Biggio, Battista; Roli, Fabio

Living-off-The-Land Reverse-Shell Detection by Informed Data Augmentation Miscellaneous

2024.

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Iurada, Leonardo; Ciccone, Marco; Tommasi, Tatiana

Finding Lottery Tickets in Vision Models via Data-driven Spectral Foresight Pruning Miscellaneous

2024.

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Sussex, Scott; Sessa, Pier Giuseppe; Makarova, Anastasia; Krause, Andreas

Adversarial Causal Bayesian Optimization Proceedings Article

In: The Twelfth International Conference on Learning Representations, 2024.

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Wang, Hui-Po; Chen, Dingfan; Kerkouche, Raouf; Fritz, Mario

FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations Miscellaneous

2024.

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Zhang, Yuchong; Vasco, Miguel; Björkman, Mårten; Kragic, Danica

Will You Participate? Exploring the Potential of Robotics Competitions on Human-centric Topics Miscellaneous

2024.

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Böhle, Moritz; Singh, Navdeeppal; Fritz, Mario; Schiele, Bernt

B-cos Alignment for Inherently Interpretable CNNs and Vision Transformers Miscellaneous

2024.

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Baader, Maximilian; Mueller, Mark Niklas; Mao, Yuhao; Vechev, Martin

Expressivity of ReLU-Networks under Convex Relaxations Proceedings Article

In: The Twelfth International Conference on Learning Representations, 2024.

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Zverev, Egor; Abdelnabi, Sahar; Fritz, Mario; Lampert, Christoph H.

Can LLMs Separate Instructions From Data? And What Do We Even Mean By That? Miscellaneous

2024.

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Cesa-Bianchi, Nicolò; Cesari, Tommaso; Colomboni, Roberto; Fusco, Federico; Leonardi, Stefano

The Role of Transparency in Repeated First-Price Auctions with Unknown Valuations Miscellaneous

2024.

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Kangin, Dmitry; Angelov, Plamen

Unsupervised Domain Adaptation within Deep Foundation Latent Spaces Miscellaneous

2024.

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Aghasanli, Agil; Angelov, Plamen

Edge Implementation of Unsupervised Self-evolving Vision Classifier Proceedings Article

In: Mart’ınez, José Antonio Iglesias; Baruah, Rashmi Dutta; Kangin, Dimitry; Souza, Paulo Vitor Campos (Ed.): IEEE International Conference on Evolving and Adaptive Intelligent Systems, EAIS 2024, Madrid, Spain, May 23-24, 2024, pp. 1–8, IEEE, 2024.

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Mao, Yuhao; Müller, Mark Niklas; Fischer, Marc; Vechev, Martin

Understanding Certified Training with Interval Bound Propagation Miscellaneous

2024.

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Tiboni, Gabriele; Protopapa, Andrea; Tommasi, Tatiana; Averta, Giuseppe

Domain Randomization for Robust, Affordable and Effective Closed-loop Control of Soft Robots Miscellaneous

2024.

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Biswas, Sayan; Jung, Kangsoo; Palamidessi, Catuscia

Tight Differential Privacy Guarantees for the Shuffle Model with k-Randomized Response Book Chapter

In: Lecture Notes in Computer Science, pp. 440–458, Springer Nature Switzerland, 2024, ISSN: 1611-3349.

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Fan, Simin; Pagliardini, Matteo; Jaggi, Martin

DoGE: Domain Reweighting with Generalization Estimation Miscellaneous

2024.

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Chen, Dingfan; Oestreich, Marie; Afonja, Tejumade; Kerkouche, Raouf; Becker, Matthias; Fritz, Mario

Towards Biologically Plausible and Private Gene Expression Data Generation Miscellaneous

2024.

BibTeX

2023

Lorenz, Tobias; Kwiatkowska, Marta; Fritz, Mario

Certifiers Make Neural Networks Vulnerable to Availability Attacks Proceedings Article

In: Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security, ACM, 2023.

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Yeung, Karen

Lost in translation: the troubling logics underpinning the embrace of governmental machine-learning based prediction tools for ‘citizen scoring’ Conference

Fleur Johns, Gavin Sullivan & Dimitri Van Den Meerssche, eds., Global Governance by Data: Infrastructures of Algorithmic Rule, Forthcoming, available at SSRN: https://ssrn.com/abstract=4651480 or http://dx.doi.org/10.2139/ssrn.4651480, 2023.

BibTeX

Galli, Filippo; Jung, Kangsoo; Biswas, Sayan; Palamidessi, Catuscia; Cucinotta, Tommaso

Advancing Personalized Federated Learning: Group Privacy, Fairness, and Beyond Journal Article

In: SN Computer Science, vol. 4, no. 6, 2023, ISSN: 2661-8907.

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Cinà, Antonio Emanuele; Grosse, Kathrin; Demontis, Ambra; Vascon, Sebastiano; Zellinger, Werner; Moser, Bernhard A.; Oprea, Alina; Biggio, Battista; Pelillo, Marcello; Roli, Fabio

Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning Journal Article

In: ACM Comput. Surv., vol. 55, no. 13s, 2023, ISSN: 0360-0300.

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Nguyen, Khanh; Biten, Ali Furkan; Mafla, Andres; Gomez, Lluis; Karatzas, Dimosthenis

Show, Interpret and Tell: Entity-Aware Contextualised Image Captioning in Wikipedia Journal Article

In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 37, no. 2, pp. 1940-1948, 2023.

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Improving Fairness via Intrinsic Plasticity in Echo State Networks Proceedings

Zenodo, 2023.

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Böhle, Moritz; Fritz, Mario; Schiele, Bernt

Optimising for Interpretability: Convolutional Dynamic Alignment Networks Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 6, pp. 7625–7638, 2023, ISSN: 1939-3539.

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Müller, Mark Niklas; Fischer, Marc; Staab, Robin; Vechev, Martin

Abstract Interpretation of Fixpoint Iterators with Applications to Neural Networks Journal Article

In: Proc. ACM Program. Lang., vol. 7, no. PLDI, 2023.

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Shao, Daqian; Fesser, Lukas; Kwiatkowska, Marta

STR-Cert: Robustness Certification for Deep Text Recognition on Deep Learning Pipelines and Vision Transformers Miscellaneous

2023.

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Cella, Leonardo; Lounici, Karim; Pacreau, Grégoire; Pontil, Massimiliano

Multi-task Representation Learning with Stochastic Linear Bandits Miscellaneous

2023.

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Kosson, Atli; Jaggi, Martin

Multiplication-Free Transformer Training via Piecewise Affine Operations Miscellaneous

2023.

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Amoroso, Roberto; Morelli, Davide; Cornia, Marcella; Baraldi, Lorenzo; Bimbo, Alberto Del; Cucchiara, Rita

Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images Miscellaneous

2023.

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Sessa, Pier Giuseppe; Laforgue, Pierre; Cesa-Bianchi, Nicolò; Krause, Andreas

Multitask Learning with No Regret: from Improved Confidence Bounds to Active Learning Miscellaneous

2023.

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Sucholutsky, Ilia; Battleday, Ruairidh McLennan; Collins, Katherine M.; Marjieh, Raja; Peterson, Joshua; Singh, Pulkit; Bhatt, Umang; Jacoby, Nori; Weller, Adrian; Griffiths, Thomas L.

On the Informativeness of Supervision Signals Proceedings Article

In: The 39th Conference on Uncertainty in Artificial Intelligence, 2023.

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Tobaben, Marlon; Shysheya, Aliaksandra; Bronskill, John; Paverd, Andrew; Tople, Shruti; Zanella-Beguelin, Santiago; Turner, Richard E; Honkela, Antti

On the Efficacy of Differentially Private Few-shot Image Classification Miscellaneous

2023.

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Lu, Lorenzo Li; D’Ascenzi, Giulia; Borlino, Francesco Cappio; Tommasi, Tatiana

Large Class Separation is Not What You Need for Relational Reasoning-Based OOD Detection Proceedings Article

In: Foresti, Gian Luca; Fusiello, Andrea; Hancock, Edwin (Ed.): Image Analysis and Processing – ICIAP 2023, pp. 295–306, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-43153-1.

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Sarto, Sara; Barraco, Manuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita

Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation Miscellaneous

2023.

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Yeung, Karen

The New Public Analytics as an Emerging Paradigm in Public Sector Administration Journal Article

In: Tilburg Law Review, vol. 27, no. 2, pp. 1–32, 2023.

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Barker, Matthew; Collins, Katherine M.; Dvijotham, Krishnamurthy; Weller, Adrian; Bhatt, Umang

Selective Concept Models: Permitting Stakeholder Customisation at Test-Time Miscellaneous

2023.

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Räisä, Ossi; Jälkö, Joonas; Kaski, Samuel; Honkela, Antti

Noise-Aware Statistical Inference with Differentially Private Synthetic Data Miscellaneous

2023.

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Cano, Alejandro Hernández; Pagliardini, Matteo; Köpf, Andreas; Matoba, Kyle; Mohtashami, Amirkeivan; Wang, Xingyao; Fan, Olivia Simin; Marmet, Axel; Bayazit, Deniz; Krawczuk, Igor; Chen, Zeming; Salvi, Francesco; Bosselut, Antoine; Jaggi, Martin

epfLLM Megatron-LLM software

2023.

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119 entries « 1 of 3 »