Simone Scardapane

1. Alice's Adventures in a Differentiable Wonderland -- Volume I, A Tour of the Land
   2024/04/26 by Simone Scardapane, Scardapane, Simone · 15 voices · 1 citation
   Arts and Humanities · #American Literature and Culture
2. Task Singular Vectors: Reducing Task Interference in Model Merging
   2024/11/26 by Antonio Andrea Gargiulo, Gargiulo, Antonio Andrea, Donato Crisostomi +9 · 3 voices · 39 citations
   Decision Sciences · Business, Management and Accounting · #Simulation Techniques and Applications #Business Process Modeling and Analysis
3. Interpreting Black-Box Models: A Review on Explainable Artificial Intelligence
   2023/08/24 by Vikas Hassija, Vinay Chamola, Atmesh Mahapatra +7 · 31 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #Imbalanced Data Classification Techniques #Machine Learning in Healthcare
4. A Simple and Effective L₂ Norm-Based Strategy for KV Cache Compression
   2024/06/17 by Alessio Devoto, Yu Zhao, Devoto, Alessio +5 · 3 voices · 16 citations
   Computer Science · #Advanced Data Compression Techniques #Advanced Data Storage Technologies #Algorithms and Data Compression #cs.AI #cs.CL
5. Reservoir computing approaches for representation and classification of\n multivariate time series
   2018/03/21 by Filippo Maria Bianchi, Bianchi, Filippo Maria, Simone Scardapane +5 · 6 citations
   Computer Science · Economics, Econometrics and Finance · #Neural Networks and Reservoir Computing #Neural Networks and Applications #Complex Systems and Time Series Analysis
6. Position: Topological Deep Learning is the New Frontier for Relational Learning
   2024/02/14 by Theodore Papamarkou, Tolga Birdal, Papamarkou, Theodore +41 · 15 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
7. Deep Randomized Neural Networks
   2020/02/27 by Claudio Gallicchio, Gallicchio, Claudio, Simone Scardapane +1 · 3 citations
   Computer Science · #Machine Learning and ELM #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
8. TopoBench: A Framework for Benchmarking Topological Deep Learning
   2024/06/09 by Lev Telyatnikov, Guillermo Bernárdez, Telyatnikov, Lev +44 · 5 citations
   Computer Science · #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
9. Pseudo-Rehearsal for Continual Learning with Normalizing Flows
   2020/07/05 by Jary Pomponi, Simone Scardapane, Pomponi, Jary +3 · 2 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
10. From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module
    2023/05/25 by Claudio Battiloro, Battiloro, Claudio, Indro Spinelli +9 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Bioinformatics and Genomic Networks #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
11. Adaptive Point Transformer
    2024/01/26 by Alessandro Baiocchi, Baiocchi, Alessandro, Indro Spinelli +5 · 1 voice
    Engineering · Earth and Planetary Sciences · Environmental Science · #3D Shape Modeling and Analysis #3D Surveying and Cultural Heritage #Remote Sensing and LiDAR Applications
12. NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks
    2024/01/24 by Matteo Gambella, Gambella, Matteo, Jary Pomponi +5 · 2 citations
    Computer Science · Engineering · #68T07 #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Industrial Vision Systems and Defect Detection #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
13. Adaptive Computation Modules: Granular Conditional Computation For Efficient Inference
    2023/12/15 by Bartosz Wójcik, Wójcik, Bartosz, Alessio Devoto +7 · 2 voices · 1 citation
    #cs.LG
14. Adaptive Semantic Token Selection for AI-native Goal-oriented Communications
    2024/04/25 by Alessio Devoto, Simone Petruzzi, Devoto, Alessio +7 · 2 citations
    Computer Science · Decision Sciences · Medicine · #94A40 #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Cognitive Computing and Networks #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Scientific Computing and Data Management
15. Adaptive Layer Selection for Efficient Vision Transformer Fine-Tuning
    2024/08/16 by Alessio Devoto, Federico Alvetreti, Devoto, Alessio +9 · 2 citations
    Engineering · #Artificial Intelligence (cs.AI) #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Target Detection Methodologies #Photonic and Optical Devices
16. Towards Self-Supervised Gaze Estimation
    2022/03/21 by Arya Farkhondeh, Cristina Palmero, Farkhondeh, Arya +5 · 1 citation
    Computer Science · Social Sciences · Neuroscience · #Gaze Tracking and Assistive Technology #Advanced Computing and Algorithms #Brain Tumor Detection and Classification
17. Drop Edges and Adapt: a Fairness Enforcing Fine-tuning for Graph Neural Networks
    2023/02/22 by Indro Spinelli, Riccardo Bianchini, Spinelli, Indro +3 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
18. A Survey on Dynamic Neural Networks: from Computer Vision to Multi-modal Sensor Fusion
    2025/01/13 by Fabio Montello, Montello, Fabio, Ronja Güldenring +5 · 1 voice · 2 citations
    #cs.CV
19. How to Connect Speech Foundation Models and Large Language Models? What Matters and What Does Not
    2024/09/25 by Francesco Verdini, Pierfrancesco Melucci, Verdini, Francesco +21 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
20. Goal-oriented Communications based on Recursive Early Exit Neural Networks
    2024/12/27 by Jary Pomponi, Mattia Merluzzi, Pomponi, Jary +9 · 1 citation
    Engineering · Computer Science · #Advanced Algorithms and Applications #Speech and Audio Processing #Wireless Sensor Networks and IoT