Publications


200 entries « 4 of 4 »

2023

Waveren, Sanne; Pek, Christian; Leite, Iolanda; Tumova, Jana; Kragic, Danica

Generating Scenarios from High-Level Specifications for Object Rearrangement Tasks Proceedings Article

In: pp. 11420-11427, 2023.

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Collins, Katherine Maeve; Barker, Matthew; Zarlenga, Mateo Espinosa; Raman, Naveen; Bhatt, Umang; Jamnik, Mateja; Sucholutsky, Ilia; Weller, Adrian; Dvijotham, Krishnamurthy

Human Uncertainty in Concept-Based AI Systems Proceedings Article

In: Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society, pp. 869–889, Association for Computing Machinery, Montreal, QC, Canada, 2023, ISBN: 9798400702310.

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Collins, Katherine M.; Bhatt, Umang; Liu, Weiyang; Piratla, Vihari; Sucholutsky, Ilia; Love, Bradley C.; Weller, Adrian

Human-in-the-Loop Mixup Proceedings Article

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

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Koskela, Antti; Tobaben, Marlon; Honkela, Antti

Individual Privacy Accounting with Gaussian Differential Privacy Proceedings Article

In: The Eleventh International Conference on Learning Representations, 2023.

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Aghasanli, Agil; Kangin, Dmitry; Angelov, Plamen

Interpretable-through-prototypes deepfake detection for diffusion models Proceedings Article

In: 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), pp. 467-474, 2023.

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Anonymous,

Irreducible Curriculum for Language Model Pretraining Proceedings Article

In: NeurIPS Workshop on Attributing Model Behavior at Scale, 2023.

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Mohtashami, Amirkeivan; Jaggi, Martin

Landmark Attention: Random-Access Infinite Context Length for Transformers Proceedings Article

In: Workshop on Efficient Systems for Foundation Models @ ICML2023, 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: International Conference on Image Analysis and Processing, pp. 295–306, Springer 2023.

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Quinzan, Francesco; Casolo, Cecilia; Muandet, Krikamol; Luo, Yucen; Kilbertus, Niki

Learning Counterfactually Invariant Predictors Proceedings Article

In: 2nd Workshop on Formal Verification of Machine Learning, co-located with the 40 th International Conference on Machine Learning, 2023.

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Betti, Federico; Staiano, Jacopo; Baraldi, Lorenzo; Baraldi, Lorenzo; Cucchiara, Rita; Sebe, Nicu

Let’s ViCE! Mimicking Human Cognitive Behavior in Image Generation Evaluation Proceedings Article

In: Proceedings of the 31st ACM International Conference on Multimedia, pp. 9306–9312, Association for Computing Machinery, Ottawa ON, Canada, 2023, ISBN: 9798400701085.

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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’ Journal Article

In: Global Governance by Data: Infrastructures of Alg, 2023.

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Franco, Danilo; Oneto, Luca; Anguita, Davide

Mitigating Robustness Bias: Theoretical Results and Empirical Evidences Proceedings Article

In: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2023.

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Kosson, Atli; Jaggi, Martin

Multiplication-Free Transformer Training via Piecewise Affine Operations Proceedings Article

In: Oh, A.; Naumann, T.; Globerson, A.; Saenko, K.; Hardt, M.; Levine, S. (Ed.): Advances in Neural Information Processing Systems, pp. 8208–8223, Curran Associates, Inc., 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 Proceedings Article

In: Oh, A.; Naumann, T.; Globerson, A.; Saenko, K.; Hardt, M.; Levine, S. (Ed.): Advances in Neural Information Processing Systems, pp. 6770–6781, Curran Associates, Inc., 2023.

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Greshake, Kai; Abdelnabi, Sahar; Mishra, Shailesh; Endres, Christoph; Holz, Thorsten; Fritz, Mario

Not What You’ve Signed Up For: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection Proceedings Article

In: Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security, pp. 79–90, Association for Computing Machinery, Copenhagen, Denmark, 2023, ISBN: 9798400702600.

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Losch, Max; Omran, Mohamed; Stutz, David; Fritz, Mario; Schiele, Bernt

On Adversarial Training without Perturbing all Examples Miscellaneous

2023.

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

On the Efficacy of Differentially Private Few-shot Image Classification Journal Article

In: Transactions on Machine Learning Research, 2023, ISSN: 2835-8856.

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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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Losch, Max; Omran, Mohamed; Stutz, David; Fritz, Mario; Schiele, Bernt

On Adversarial Training without Perturbing all Examples Miscellaneous

2023.

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

On the Efficacy of Differentially Private Few-shot Image Classification Journal Article

In: Transactions on Machine Learning Research, 2023, ISSN: 2835-8856.

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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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Rahimian, Shadi; Kerkouche, Raouf; Kurth, Ina; Fritz, Mario

Private and Collaborative Kaplan-Meier Estimators Proceedings Article

In: Proceedings of the 23rd Workshop on Privacy in the Electronic Society, pp. 212–241, 2023.

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

PØDA: Prompt-driven Zero-shot Domain Adaptation Proceedings Article

In: ICCV, 2023.

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Wang, Ruohan; Falk, John Isak Texas; Pontil, Massimiliano; Ciliberto, Carlo

Robust meta-representation learning via global label inference and classification Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.

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Caffagni, Davide; Barraco, Manuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita

SynthCap: Augmenting Transformers with Synthetic Data for Image Captioning Proceedings Article

In: Image Analysis and Processing – ICIAP 2023: 22nd International Conference, ICIAP 2023, Udine, Italy, September 11–15, 2023, Proceedings, Part I, pp. 112–123, Springer-Verlag, Udine, Italy, 2023, ISBN: 978-3-031-43147-0.

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Souibgui, Mohamed Ali; Biswas, Sanket; Mafla, Andres; Biten, Ali Furkan; Fornés, Alicia; Kessentini, Yousri; Lladós, Josep; Gomez, Lluis; Karatzas, Dimosthenis

Text-DIAE: a self-supervised degradation invariant autoencoder for text recognition and document enhancement Proceedings Article

In: proceedings of the AAAI conference on artificial intelligence, pp. 2330–2338, 2023.

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Biswas, Sayan; Jung, Kangsoo; Palamidessi, Catuscia

Tight Differential Privacy Guarantees for the Shuffle Model with k-Randomized Response Proceedings Article

In: International Symposium on Foundations and Practice of Security, pp. 440–458, Springer 2023.

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Oneto, Luca; Ridella, Sandro; Anguita, Davide

Towards Randomized Algorithms and Models that We Can Trust: a Theoretical Perspective Proceedings Article

In: 31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN, pp. 4–6, 2023.

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Angelov, Plamen; Kangin, Dmitry; Zhang, Ziyang

Towards interpretable-by-design deep learning algorithms Miscellaneous

2023.

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Tito, Ruben Perez; dir. Ernest Valveny Llobet,

Exploring the role of Text in Visual Question Answering on Natural Scenes and Documents PhD Thesis

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 Journal Article

In: arXiv preprint arXiv:2401.05338, 2023.

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2022

Liu, Yugeng; Wen, Rui; He, Xinlei; Salem, Ahmed; Zhang, Zhikun; Backes, Michael; Cristofaro, Emiliano De; Fritz, Mario; Zhang, Yang

ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models Proceedings Article

In: 31st USENIX Security Symposium (USENIX Security 22), pp. 4525–4542, USENIX Association, Boston, MA, 2022, ISBN: 978-1-939133-31-1.

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Poklukar, Petra; Vasco, Miguel; Yin, Hang; Melo, Francisco S.; Paiva, Ana; Kragic, Danica

Geometric Multimodal Contrastive Representation Learning Proceedings Article

In: Chaudhuri, Kamalika; Jegelka, Stefanie; Song, Le; Szepesvari, Csaba; Niu, Gang; Sabato, Sivan (Ed.): Proceedings of the 39th International Conference on Machine Learning, pp. 17782–17800, PMLR, 2022.

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Chen, Valerie; Bhatt, Umang; Heidari, Hoda; Weller, Adrian; Talwalkar, Ameet

Perspectives on Incorporating Expert Feedback into Model Updates Miscellaneous

2022.

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Poklukar, Petra; Vasco, Miguel; Yin, Hang; Melo, Francisco S.; Paiva, Ana; Kragic, Danica

Geometric Multimodal Contrastive Representation Learning Miscellaneous

2022.

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Grazzi, Riccardo; Akhavan, Arya; Falk, John Isak Texas; Cella, Leonardo; Pontil, Massimiliano

Group Meritocratic Fairness in Linear Contextual Bandits Miscellaneous

2022.

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Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Demontis, Ambra; Carlini, Nicholas; Biggio, Battista; Roli, Fabio

Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples Miscellaneous

2022.

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Quantitative Evaluation of Systems: 19th International Conference, QEST 2022, Warsaw, Poland, September 12–16, 2022, Proceedings Proceedings

Springer-Verlag, Warsaw, Poland, 2022, ISBN: 978-3-031-16335-7.

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Cavagnero, Niccolò; Santos, Fernando Dos; Ciccone, Marco; Averta, Giuseppe; Tommasi, Tatiana; Rech, Paolo

Transient-Fault-Aware Design and Training to Enhance DNNs Reliability with Zero-Overhead Proceedings Article

In: 2022 IEEE 28th International Symposium on On-Line Testing and Robust System Design (IOLTS), pp. 1-7, 2022.

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Li, Zheng; Yu, Ning; Salem, Ahmed; Backes, Michael; Fritz, Mario; Zhang, Yang

UnGANable: Defending Against GAN-based Face Manipulation Miscellaneous

2022.

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Yeung, Karen

From Managers to Machines: A Reply to Respondents Journal Article

In: Tilburg Law Review, vol. 27, no. 2, pp. 63–68, 2022.

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Alliegro, Antonio; Borlino, Francesco Cappio; Tommasi, Tatiana

3DOS: Towards 3D Open Set Learning – Benchmarking and Understanding Semantic Novelty Detection on Point Clouds Proceedings Article

In: Koyejo, S.; Mohamed, S.; Agarwal, A.; Belgrave, D.; Cho, K.; Oh, A. (Ed.): Advances in Neural Information Processing Systems, pp. 21228–21240, Curran Associates, Inc., 2022.

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Grazzi, Riccardo; Akhavan, Arya; Falk, John IF; Cella, Leonardo; Pontil, Massimiliano

Group Meritocratic Fairness in Linear Contextual Bandits Proceedings Article

In: Koyejo, S.; Mohamed, S.; Agarwal, A.; Belgrave, D.; Cho, K.; Oh, A. (Ed.): Advances in Neural Information Processing Systems, pp. 24392–24404, Curran Associates, Inc., 2022.

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Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Demontis, Ambra; Carlini, Nicholas; Biggio, Battista; Roli, Fabio

Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples Proceedings Article

In: Koyejo, S.; Mohamed, S.; Agarwal, A.; Belgrave, D.; Cho, K.; Oh, A. (Ed.): Advances in Neural Information Processing Systems, pp. 23063–23076, Curran Associates, Inc., 2022.

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Chen, Dingfan; Kerkouche, Raouf; Fritz, Mario

Private set generation with discriminative information Journal Article

In: Advances in Neural Information Processing Systems, vol. 35, pp. 14678–14690, 2022.

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Ábrahám, Erika; Paolieri, Marco

Quantitative Evaluation of Systems: 19th International Conference, QEST 2022, Warsaw, Poland, September 12–16, 2022, Proceedings Book

Springer Nature, 2022.

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Kwiatkowska, Marta

Robustness guarantees for Bayesian neural networks (invited extended abstract of a keynote speaker) Journal Article

In: 2022.

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2021

Jung, Kangsoo; Biswas, Sayan; Palamidessi, Catuscia

Establishing the Price of Privacy in Federated Data Trading Book Chapter

In: Lecture Notes in Computer Science, pp. 232–250, Springer International Publishing, 2021, ISSN: 1611-3349.

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Liu, Yugeng; Wen, Rui; He, Xinlei; Salem, Ahmed; Zhang, Zhikun; Backes, Michael; Cristofaro, Emiliano De; Fritz, Mario; Zhang, Yang

ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models Miscellaneous

2021.

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Jung, Sayanand Palamidessi Kangsooand Biswas

Establishing the Price of Privacy in Federated Data Trading Book Chapter

In: Dougherty, Joséand M””odersheim Danieland Meseguer (Ed.): Protocols, Strands, and Logic: Essays Dedicated to Joshua Guttman on the Occasion of his 66.66th Birthday, pp. 232–250, Springer International Publishing, Cham, 2021, ISBN: 978-3-030-91631-2.

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200 entries « 4 of 4 »