Human-Centred Machine Learning: Lighter, Clearer, Safer

Project Information

ACHILLES

Grant agreement ID: 101189689

DOI

10.3030/101189689

EC signature date 5 November 2024

Start date 1 November 2024

End date 31 October 2028

Funded under

• Digital, Industry and Space

Total cost

€ 9 616 256,25

EU contribution

€ 8 226 276,25

Coordinated by

ASSOCIACAO FRAUNHOFER PORTUGAL RESEARCH
Portugal

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (15)

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network

Author(s): Elias Sandmann, Sebastian Lapuschkin, Wojciech Samek
Published in: 2025
Publisher: NeurIps 2025 MechInterp Workshop

FUR: Fast and Unlimited Reads on Persistent Memory Transactions

Author(s): João Barreto, Daniel Castro, Paolo Romano, Alexandro Baldassin
Published in: Proceedings of the 21st European Conference on Computer Systems, 2026
Publisher: ACM
DOI: 10.1145/3767295.3769343

Towards On-the-Fly Snapshot Memory Compression for Low-Latency Elastic Inference Serving Systems

Author(s): Radostin Stoyanov, Viktória Spišaková, Adrian Reber, Andrei Vagin, Rodrigo Bruno
Published in: Proceedings of the Sixth European Workshop on Machine Learning and Systems, 2026
Publisher: ACM
DOI: 10.1145/3805621.3807612

See What I Mean? CUE: A Cognitive Model of Understanding Explanations

Author(s): Tobias Labarta, Nhi Hoang, Katharina Weitz, Wojciech Samek, Sebastian Lapuschkin, Leander Weber
Published in: 2025
Publisher: IJCAI 2025 Workshop on Explainable Artificial Intelligence (XAI), Montreal, Canada, August 2025

"""What's Happening in This Line?"" Eliciting Human Concepts and Mental Models in Time Series Interpretation"

Author(s): Matilde Silva, Ricardo Melo, André V. Carreiro, Duarte Folgado
Published in: Proceedings of the Extended Abstracts of the 2026 CHI Conference on Human Factors in Computing Systems, 2026
Publisher: ACM
DOI: 10.1145/3772363.3798546

Accelerating Transactional Execution via Processing-In-Memory

Author(s): André Lopes, Daniel Castro, Paolo Romano
Published in: Proceedings of the 21st European Conference on Computer Systems, 2026
Publisher: ACM
DOI: 10.1145/3767295.3803621

Navigating Ethical Dilemmas: The Value Landscape Behind Fieldwork Decisions

Author(s): Inês Silva, Joana Couto da Silva, Francisco Nunes, Ricardo Melo
Published in: Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems, 2026
Publisher: ACM
DOI: 10.1145/3772318.3790843

Structural Compactness as a Complementary Criterion for Explanation Quality

Author(s): Mohammad Mahdi Mesgari, Jackie Ma, Wojciech Samek, Sebastian Lapuschkin, Leander Weber
Published in: 2025
Publisher: XAI World Conference 2026

Manipulating Feature Visualizations with Gradient Slingshots

Author(s): Dilyara Bareeva Marina M.-C. Höhne, Alexander Warnecke,Lukas Pirch, Klaus-Robert Müller,Konrad Rieck,Sebastian Lapuschkin,Kirill Bykov
Published in: 2025
Publisher: NeurIps 2025

STRATEGIC DISHONESTY CAN UNDERMINE AI SAFETYEVALUATIONS OF FRONTIER LLMS

Author(s): Alexander Panfilov, Evgenii Kortukov, Kristina Nikoli, Matthias Bethge, Sebastian Lapuschkin, Wojciech Samek, Ameya Prabhu, Maksym Andriushchenko, Jonas Geiping
Published in: 2026
Publisher: ICLR2026

ATLAS-ALIGNMENT: MAKING INTERPRETABILITY TRANSFERABLE ACROSS LANGUAGE MODELS

Author(s): Bruno Puri, Jim Berend, Sebastian Lapuschkin, Wojciech Samek
Publisher: ICLR2026

Engine-Agnostic Model Hot-Swapping for Cost-Effective LLM Inference

Author(s): Radostin Stoyanov, Viktória Spišaková, Adrian Reber, Wesley Armour, Marcin Copik, Rodrigo Bruno
Published in: Proceedings of the SC '25 Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis, 2026
Publisher: ACM
DOI: 10.1145/3731599.3767354

Flexico: Sustainable Machine Translation via Self-Adaptation

Author(s): Maria Casimiro, Paolo Romano, José G. C. De Souza, Amin M. Khan, David Garlan
Published in: 2025 IEEE/ACM 20th Symposium on Software Engineering for Adaptive and Self-Managing Systems (SEAMS), 2025
Publisher: IEEE
DOI: 10.1109/SEAMS66627.2025.00024

Poster: Secure Lifecycle Management of Confidential Virtual Machines in Public Clouds

Author(s): João Sereno, Daniel Castro, Nuno Santos, Luis Rodrigues
Published in: 2025 23rd International Symposium on Network Computing and Applications (NCA), 2025
Publisher: IEEE
DOI: 10.1109/NCA67271.2025.00057

Better Memory Tiering, Right from the First Placement

Author(s): João Póvoas, João Barreto, Bartosz Chomi?ski, André Gonçalves, Fedar Karabeinikau, Maciej Maciejewski, Jakub Schmiegel, Kostiantyn Storozhuk
Published in: Proceedings of the 16th ACM/SPEC International Conference on Performance Engineering, 2025
Publisher: ACM
DOI: 10.1145/3676151.3719378