Stereo Confidence Estimation via Locally Adaptive Fusion and Knowledge Distillation

S. Kim; S. Kim; D. Min; P. Frossard; K. Sohn 

ReLU Neural Network Galerkin BEM

R. Aylwin; F. Henriquez; C. Schwab 

De novo design of protein interactions with learned surface fingerprints

P. Gainza Cirauqui; S. Wehrle; A. K. Van Hall-Beauvais; A. Marchand; A. Scheck et al. 

Two-dimensional Pure Isotropic Proton Solid State NMR

P. Moutzouri; M. Cordova; B. S. de Almeida; D. Torodii; L. Emsley 

Convolutional neural network classifies visual stimuli from cortical response recorded with wide-field imaging in mice

D. De Luca; S. Moccia; L. Lupori; R. Mazziotti; T. Pizzorusso et al. 

Perspective Aware Road Obstacle Detection

K. Lis; S. Honari; P. Fua; M. Salzmann 

A deep learning method for the trajectory reconstruction of cosmic rays with the DAMPE mission

A. Tykhonov; A. Kotenko; P. Coppin; M. Deliyergiyev; D. Droz et al. 

Visual question answering from another perspective: CLEVR mental rotation tests *

C. Beckham; M. Weiss; F. Golemo; S. Honari; D. Nowrouzezahrai et al. 

CenFind: a deep-learning pipeline for efficient centriole detection in microscopy datasets

L. Burgy; M. Weigert; G. Hatzopoulos; M. Minder; A. Journe et al. 

Filter-Informed Spectral Graph Wavelet Networks for Multiscale Feature Extraction and Intelligent Fault Diagnosis

T. Li; C. Sun; O. Fink; Y. Yang; X. Chen et al. 

The PAU Survey and Euclid: Improving broadband photometric redshifts with multi-task learning star

L. Cabayol; M. Eriksen; J. Carretero; R. Casas; F. J. Castander et al. 

Trusting the Explainers: Teacher Validation of Explainable Artificial Intelligence for Course Design

V. Swamy; S. Du; M. Marras; T. Käser 

Aiming beyond slight increases in accuracy

D. Probst 

Dynamics of social media behavior before and after SARS-CoV-2 infection

F. Durazzi; F. Pichard; D. Remondini; M. Salathe 

Dual-frequency spectral radar retrieval of snowfall microphysics: a physics-driven deep-learning approach

A-C. Billault-Roux; G. Ghiggi; L. Jaffeux; A. Martini; N. Viltard et al. 

Social media and deep learning reveal specific cultural preferences for biodiversity

I. Havinga; D. Marcos; P. Bogaart; D. Massimino; L. Hein et al. 

Fully learnable deep wavelet transform for unsupervised monitoring of high-frequency time series

G. Michau; G. M. Frusque; O. Fink 

Computer-Assisted Diagnosis of Lymph Node Metastases in Colorectal Cancers Using Transfer Learning With an Ensemble Model

A. Khan; N. Brouwer; A. Blank; F. Mueller; D. Soldini et al. 

DeepBND: A machine learning approach to enhance multiscale solid mechanics

F. Rocha; S. Deparis; P. Antolin; A. Buffa 

Reinforcement learning approach to control an inverted pendulum: A general framework for educational purposes

S. Israilov; L. Fu; J. Sanchez-Rodriguez; F. Fusco; G. Allibert et al. 

Million-scale data integrated deep neural network for phonon properties of heuslers spanning the periodic table

A. Rodriguez; C. Lin; H. Yang; M. Al-Fahdi; C. Shen et al. 

Generative power of a protein language model trained on multiple sequence alignments

D. Sgarbossa; U. Lupo; A-F. Bitbol 

Geodesic Convolutional Neural Network Characterization of Macro-Porous Latent Thermal Energy Storage

N. Mallya; P. B. Baqué; P. Yvernay; A. Pozzetti; P. Fua et al. 

An attention-based deep learning approach for the classification of subjective cognitive decline and mild cognitive impairment using resting-state EEG

E. Sibilano; A. Brunetti; D. Buongiorno; M. Lassi; A. Grippo et al. 

End-to-end learned early classification of time series for in-season crop type mapping

M. Rußwurm; N. Courty; R. Emonet; S. Lefèvre; D. Tuia et al. 

Predicting the liveability of Dutch cities with aerial images and semantic intermediate concepts

A. Levering; D. Marcos; J. van Vliet; D. Tuia 

Fusing physics-based and deep learning models for prognostics

M. Arias Chao; C. kulkarni; K. Goebel; O. Fink 

Informing Neural Networks with Simplified Physics for Better Flow Prediction

F. Sergeev 

Behavioral outcome of very preterm children at 5 years of age: Prognostic utility of brain tissue volumes at term-equivalent-age, perinatal, and environmental factors

M. C. Liverani; S. Loukas; L. Gui; M-P. Pittet; M. Pereira et al. 

Pure Isotropic Proton NMR Spectra in Solids using Deep Learning

M. Cordova; P. Moutzouri; B. S. de Almeida; D. Torodii; L. Emsley 

Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning

L. D. Natale; Y. Lian; E. Maddalena; J. Shi; C. N. Jones 

Bridging structural MRI with cognitive function for individual level classification of early psychosis via deep learning

Y. Wen; C. Zhou; L. Chen; Y. Deng; M. Cleusix et al. 

Safe multi-agent deep reinforcement learning for joint bidding and maintenance scheduling of generation units

P. Rokhforoz; M. Montazeri; O. Fink 

Single-Molecule Peptide Identification Using Fluorescence Blinking Fingerprints

S. Puntener; P. Rivera-Fuentes 

Snowfall microphysics: a dual-frequency and Doppler spectral radar perspective

Estimating and Improving the Robustness of Attributions in Text

Discovering perceived images of reused industrial heritage from user-generated photos: Three mega-event reinforced industrial heritage transformation cases

H. Deng 

Unlocking a multimodal archive of Southern Chinese martial arts through embodied cues

Y. Hou; F. M. Seydou; S. I. B. Kenderdine 

Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning

Z. Wei; P. Fua; M. Bauerheim 

Multienzyme deep learning models improve peptide de novo sequencing by mass spectrometry proteomics

C. Gueto-Tettay; D. Tang; L. Happonen; M. Heusel; H. Khakzad et al. 

Communication-efficient distributed training of machine learning models

EpilepsyNet: Interpretable Self-Supervised Seizure Detection for Low-Power Wearable Systems

B. Huang; R. Zanetti; A. Abtahi; D. Atienza; A. Aminifar 

Confidence Matters: Applications to Semantic Segmentation

Optimizing Sales Forecasting, Inventory, Pricing and Sourcing Decisions

Automated post-earthquake damage assessment of stone masonry buildings integrating machine learning, computer vision, and physics-based modeling

Finding Actual Descent Directions For Adversarial Training

F. Latorre; I. Krawczuk; L. T. Dadi; T. M. Pethick; V. Cevher 

Wetting Dynamics Beneath an Impacting Droplet

Transformer Models for Vision

Phase Retrieval: From Computational Imaging to Machine Learning: A tutorial

J. Dong; L. Valzania; A. Maillard; T-a. Pham; S. Gigan et al. 

Mechanisms underlying reinforcement learning of motor skills

Deep Learning for Localized-Haptic Feedback in Tactile Surfaces

Sparse Autoencoders for Speech Modeling and Recognition

Deep learning-based prediction of future myocardial infarction using invasive coronary angiography: a feasibility study

T. Mahendiran; D. Thanou; O. Senouf; D. Meier; N. Dayer et al. 

De novo designed proteins: a study in engineering novel folds and functions

Solving Non-linear Kolmogorov Equations in Large Dimensions by Using Deep Learning: A Numerical Comparison of Discretization Schemes

R. Marino; N. Macris 

Brain microstructural and functional MRI: developments and application to a rat model of Alzheimer’s disease

cgNA+: A sequence-dependent coarse-grain model of double-stranded nucleic acids

Gradient-Based Quantification of Epistemic Uncertainty for Deep Object Detectors

T. Riedlinger; M. Rottmann; M. Schubert; H. Gottschalk 

Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification

M. Rottmann; M. Reese 

Latent Representation of CFD Meshes and Application to 2D Airfoil Aerodynamics

Z. Wei; B. Guillard; P. Fua; V. Chapin; M. Bauerheim 

PlaceNet: A multi-scale semantic-aware model for visual loop closure detection

H. Osman; N. Darwish; A. Bayoumi 

Acceleration-Guided Acoustic Signal Denoising Framework Based on Learnable Wavelet Transform Applied to Slab Track Condition Monitoring

B. Dai; G. Frusque; Q. Li; O. Fink 

RayTran: 3D Pose Estimation and Shape Reconstruction of Multiple Objects from Videos with Ray-Traced Transformers

M. J. Tyszkiewicz; K-K. Maninis; S. Popov; V. Ferrari 

Multi-fidelity surrogate modeling using long short-term memory networks

P. Conti; M. Guo; A. Manzoni; J. S. Hesthaven 

ALPINE: Analog In-Memory Acceleration with Tight Processor Integration for Deep Learning

J. A. H. Klein; I. Boybat; Y. M. Qureshi; M. Dazzi; A. S. J. Levisse et al. 

Time-encoded multiplication-free spiking neural networks: application to data classification tasks

A. Stanojevic; G. Cherubini; S. Wozniak; E. Eleftheriou 

Fine-grained population mapping from coarse census counts and open geodata

N. Metzger; J. E. Vargas-Muñoz; R. C. Daudt; B. Kellenberger; T. T-T. Whelan et al. 

Machine-learning accelerated identification of exfoliable two-dimensional materials

M. Tohidi Vahdat; K. Varoon Agrawal; G. Pizzi 

Modeling Object Dissimilarity for Deep Saliency Prediction

B. Aydemir; D. Bhattacharjee; T. Zhang; S. Kim; M. Salzmann et al. 

Deep learning-based galaxy image deconvolution

U. Akhaury; J-L. Starck; P. Jablonka; F. Courbin; K. Michalewicz 

Assessment of idiopathic inflammatory myopathy using a deep learning method for muscle T2 mapping segmentation

F. Wang; S. Zhou; B. Hou; F. Santini; L. Yuan et al. 

A Machine Learning-based Framework for Forecasting Sales of New Products With Short Life Cycles Using Deep Neural Networks

Y. K. Elalem; S. Meier; R. Seifert 

Gradient-Based Learning of Discrete Structured Measurement Operators for Signal Recovery

J. Sauder; M. Genzel; P. Jung 

Physics-informed neural networks for diffraction tomography

A. Saba; C. Gigli; A. B. Ayoub; D. Psaltis 

Generalization of an Encoder-Decoder LSTM model for flood prediction in ungauged catchments

Y. Zhang; S. Ragettli; P. Molnar; O. Fink; N. Peleg 

Locality defeats the curse of dimensionality in convolutional teacher-student scenarios*

A. Favero; F. Cagnetta; M. Wyart 

Relative stability toward diffeomorphisms indicates performance in deep nets

L. Petrini; A. Favero; M. Geiger; M. Wyart 

Artificial Intelligence Based Methods for Smart and Sustainable Urban Planning: A Systematic Survey

S. C. K. Tekouabou; E. B. Diop; R. Azmi; J. Chenal 

CovNet: Covariance networks for functional data on multidimensional domains

S. Sarkar; V. M. Panaretos 

High Resolution Interferometric Imaging of Liquid-Solid Interfaces with HOTNNET

R. Kaviani; J. M. Kolinski 

Annotation of spatially resolved single-cell data with STELLAR

M. Brbić; K. Cao; J. W. Hickey; Y. Tan; M. P. Snyder et al. 

Misplaced Trust and Distrust: How Not to Engage with Medical Artificial Intelligence

G. Starke; M. Ienca 

Active Learning for Imbalanced Civil Infrastructure Data

T. Frick; D. M. Antognini; M. Rigotti; I. Giurgiu; B. Grewe et al. 

On combining denoising with learning-based image decoding

L. Larigauderie; M. Testolina; T. Ebrahimi 

A novel assessment framework for learning-based deepfake detectors in realistic conditions

Y. Lu; T. Ebrahimi 

Improved spiking neural network for intershaft bearing fault diagnosis

J. Wang; T. Li; C. Sun; R. Yan; X. Chen 

CPG-RL: Learning Central Pattern Generators for Quadruped Locomotion

G. Bellegarda; A. Ijspeert 

Deep learning-based monitoring of laser powder bed fusion process on variable time-scales using heterogeneous sensing and operando X-ray radiography guidance

V. Pandiyan; G. Masinelli; N. Claire; Tri Le-Quang; M. Hamidi-Nasab et al. 

Roadmap on wavefront shaping and deep imaging in complex media

S. Gigan; O. Katz; H. B. de Aguiar; E. R. Andresen; A. Aubry et al. 

In vivo magnetic resonance P-31-Spectral Analysis With Neural Networks: 31P-SPAWNN

J. Songeon; S. Courvoisier; L. Xin; T. Agius; O. Dabrowski et al. 

M2D2: Maximum-Mean-Discrepancy Decoder for Temporal Localization of Epileptic Brain Activities

A. Amirshahi; A. Thomas; A. Aminifar; T. Rosing; D. Atienza Alonso 

On Triangulation as a Form of Self-Supervision for 3D Human Pose Estimation

S. K. Roy; L. Citraro; S. Honari; P. Fua 

Principles of gait encoding in the subthalamic nucleus of people with Parkinson’s disease

Y. Thenaisie; K. Lee; C. Moerman; S. Scafa; A. Galvez et al. 

Digital twins for post-earthquake damage assessment of free-standing buildings including damage information

B. G. Pantoja Rosero; R. Achanta; A. Rezaie; K. Beyer 

Deep Q-learning agent for building earthquake resisting wall

Q. Wang; K. R. Maximiano Dos Santos; K. Beyer 

Mapping forest in the Swiss Alps treeline ecotone with explainable deep learning

T-A. Nguyen; B. Kellenberger; D. Tuia 

Multi-agent maintenance scheduling of generation unit in electricity market using safe deep reinforcement learning algorithm

P. Rokhforoz; O. Fink 

WikiArtVectors: Style and Color Representations of Artworks for Cultural Analysis via Information Theoretic Measures

B. S. Desikan; H. Shimao; H. Miton 

Auto-tuning deep forest for shear stiffness prediction of headed stud connectors

X. Wang; H. Liu; Y. Liu 

Generating LOD3 building models from structure-from-motion and semantic segmentation

B. G. Pantoja-Rosero; R. Achanta; M. Kozinski; P. Fua; F. Perez-Cruz et al.