Antonios Mamalakis

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 6

Top Topics

Integer Linear Programming

Artificial Intelligence

Larger Problems

Top Venues

Publications

Michail Mamalakis, Antonios Mamalakis, Ingrid Agartz, Lynn Egeland Mørch-Johnsen, Graham K. Murray, John Suckling, Pietro Lio
Solving the enigma: Deriving optimal explanations of deep networks. CoRR (2024)
Antonios Mamalakis, Elizabeth A. Barnes, Imme Ebert-Uphoff
Investigating the fidelity of explainable artificial intelligence methods for applications of convolutional neural networks in geoscience. CoRR (2022)
Antonios Mamalakis, Elizabeth A. Barnes, Imme Ebert-Uphoff
Carefully choose the baseline: Lessons learned from applying XAI attribution methods for regression tasks in geoscience. CoRR (2022)
Antonios Mamalakis, Imme Ebert-Uphoff, Elizabeth A. Barnes
Neural Network Attribution Methods for Problems in Geoscience: A Novel Synthetic Benchmark Dataset. CoRR (2021)
Clément Guilloteau, Antonios Mamalakis, Lawrence Vulis, Tryphon T. Georgiou, Efi Foufoula-Georgiou
Rotated spectral principal component analysis (rsPCA) for identifying dynamical modes of variability in climate systems. CoRR (2020)
Antonios Mamalakis, Imme Ebert-Uphoff, Elizabeth A. Barnes
Explainable Artificial Intelligence in Meteorology and Climate Science: Model Fine-Tuning, Calibrating Trust and Learning New Science. xxAI@ICML (2020)