Publications


119 entries « 2 of 3 »

2023

Mohtashami, Amirkeivan; Pagliardini, Matteo; Jaggi, Martin

CoTFormer: More Tokens With Attention Make Up For Less Depth Miscellaneous

2023.

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Hajipour, Hossein; Hassler, Keno; Holz, Thorsten; Schönherr, Lea; Fritz, Mario

CodeLMSec Benchmark: Systematically Evaluating and Finding Security Vulnerabilities in Black-Box Code Language Models Miscellaneous

2023.

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Fan, Dongyang; Mendler-Dünner, Celestine; Jaggi, Martin

Collaborative Learning via Prediction Consensus Miscellaneous

2023.

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Quinzan, Francesco; Soleymani, Ashkan; Jaillet, Patrick; Rojas, Cristian R.; Bauer, Stefan

DRCFS: Doubly Robust Causal Feature Selection Miscellaneous

2023.

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Shi, Laixi; Chi, Yuejie

Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity Miscellaneous

2023.

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Šimsa, Štěpán; Šulc, Milan; Uřičář, Michal; Patel, Yash; Hamdi, Ahmed; Kocián, Matěj; Skalický, Matyáš; Matas, Jiří; Doucet, Antoine; Coustaty, Mickaël; Karatzas, Dimosthenis

DocILE Benchmark for Document Information Localization and Extraction Proceedings Article

In: Fink, Gernot A.; Jain, Rajiv; Kise, Koichi; Zanibbi, Richard (Ed.): Document Analysis and Recognition – ICDAR 2023, pp. 147–166, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-41679-8.

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Zeqiri, Mustafa; Müller, Mark Niklas; Fischer, Marc; Vechev, Martin

Efficient Certified Training and Robustness Verification of Neural ODEs Miscellaneous

2023.

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Abdelnabi, Sahar; Fritz, Mario

Fact-Saboteurs: A Taxonomy of Evidence Manipulation Attacks against Fact-Verification Systems Miscellaneous

2023.

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Franco, Danilo; Oneto, Luca; Anguita, Davide

Fair Empirical Risk Minimization Revised Proceedings Article

In: Rojas, Ignacio; Joya, Gonzalo; Catala, Andreu (Ed.): Advances in Computational Intelligence, pp. 29–42, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-43085-5.

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Quinzan, Francesco; Khanna, Rajiv; Hershcovitch, Moshik; Cohen, Sarel; Waddington, Daniel G.; Friedrich, Tobias; Mahoney, Michael W.

Fast Feature Selection with Fairness Constraints Miscellaneous

2023.

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Pagliardini, Matteo; Paliotta, Daniele; Jaggi, Martin; Fleuret, François

Faster Causal Attention Over Large Sequences Through Sparse Flash Attention Miscellaneous

2023.

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Barker, Matthew; Kallina, Emma; Ashok, Dhananjay; Collins, Katherine M.; Casovan, Ashley; Weller, Adrian; Talwalkar, Ameet; Chen, Valerie; Bhatt, Umang

FeedbackLogs: Recording and Incorporating Stakeholder Feedback into Machine Learning Pipelines Miscellaneous

2023.

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Li, Yi; Angelov, Plamen; Suri, Neeraj

Fuzzy Detectors Against Adversarial Attacks Proceedings Article

In: 2023.

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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, , Montréal, 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 Miscellaneous

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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Fan, Simin; Jaggi, Martin

Irreducible Curriculum for Language Model Pretraining Miscellaneous

2023.

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Abdelnabi, Sahar; Gomaa, Amr; Sivaprasad, Sarath; Schönherr, Lea; Fritz, Mario

LLM-Deliberation: Evaluating LLMs with Interactive Multi-Agent Negotiation Games Miscellaneous

2023.

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Mohtashami, Amirkeivan; Jaggi, Martin

Landmark Attention: Random-Access Infinite Context Length for Transformers 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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Quinzan, Francesco; Casolo, Cecilia; Muandet, Krikamol; Luo, Yucen; Kilbertus, Niki

Learning Counterfactually Invariant Predictors Miscellaneous

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 Miscellaneous

2023.

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Chen, Zeming; Cano, Alejandro Hernández; Romanou, Angelika; Bonnet, Antoine; Matoba, Kyle; Salvi, Francesco; Pagliardini, Matteo; Fan, Simin; Köpf, Andreas; Mohtashami, Amirkeivan; Sallinen, Alexandre; Sakhaeirad, Alireza; Swamy, Vinitra; Krawczuk, Igor; Bayazit, Deniz; Marmet, Axel; Montariol, Syrielle; Hartley, Mary-Anne; Jaggi, Martin; Bosselut, Antoine

MEDITRON-70B: Scaling Medical Pretraining for Large Language Models Miscellaneous

2023.

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Franchi, Gianni; Laurent, Olivier; Leguéry, Maxence; Bursuc, Andrei; Pilzer, Andrea; Yao, Angela

Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models Miscellaneous

2023.

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Afonja, Tejumade; Chen, Dingfan; Fritz, Mario

MargCTGAN: A “Marginally” Better CTGAN for the Low Sample Regime Journal Article

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

Noise-Aware Statistical Inference with Differentially Private Synthetic Data Miscellaneous

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 Miscellaneous

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

Private and Collaborative Kaplan-Meier Estimators Miscellaneous

2023.

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

PØDA: Prompt-driven Zero-shot Domain Adaptation Miscellaneous

2023.

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

Robust Meta-Representation Learning via Global Label Inference and Classification Miscellaneous

2023.

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Zhang, Boyang; Li, Zheng; Yang, Ziqing; He, Xinlei; Backes, Michael; Fritz, Mario; Zhang, Yang

SecurityNet: Assessing Machine Learning Vulnerabilities on Public Models Miscellaneous

2023.

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Hajipour, Hossein; Yu, Ning; Staicu, Cristian-Alexandru; Fritz, Mario

SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code Models Miscellaneous

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: Foresti, Gian Luca; Fusiello, Andrea; Hancock, Edwin (Ed.): Image Analysis and Processing – ICIAP 2023, pp. 112–123, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-43148-7.

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

TAPS: Connecting Certified and Adversarial Training Miscellaneous

2023.

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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 Journal Article

In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 37, no. 2, pp. 2330-2338, 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: Ciaco – i6doc.com, 2023.

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Angelov, Plamen; Kangin, Dmitry; Zhang, Ziyang

Towards interpretable-by-design deep learning algorithms Miscellaneous

2023.

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Hoeven, Dirk Van Der; Pike-Burke, Ciara; Qiu, Hao; Cesa-Bianchi, Nicolò

Trading-off payments and accuracy in online classification with paid stochastic experts Proceedings Article

In: JMLR.org, , Honolulu, Hawaii, USA,, 2023.

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Rai, Shyam Nandan; Cermelli, Fabio; Fontanel, Dario; Masone, Carlo; Caputo, Barbara

Unmasking Anomalies in Road-Scene Segmentation Miscellaneous

2023.

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Cocchi, Federico; Baraldi, Lorenzo; Poppi, Samuele; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita

Unveiling the Impact of Image Transformations on Deepfake Detection: An Experimental Analysis Proceedings Article

In: Foresti, Gian Luca; Fusiello, Andrea; Hancock, Edwin (Ed.): Image Analysis and Processing – ICIAP 2023, pp. 345–356, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-43153-1.

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119 entries « 2 of 3 »