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valevalerio/README.md

πŸ‘‹ Valerio Bonsignori

currently in the belly of the beast.

πŸ’« About Me

πŸ”­ PhD in AI for Society with a focus on eXplainability and Generative Models
πŸ”¬ Postdoctoral researcher working on AI for the social good
🌱 Currently learning AI safety, red teaming techniques, and transformers
πŸ’¬ Ask me about explainable Climate Change
😏 I'm looking for help to change the world, one commit at a time

🧠 Research Focus

  • AI for social good applications
  • Responsible AI development
  • Knowledge representation and reasoning
  • Agentic AI
  • Explainable AI (XAI): LIME, SHAP, Concept Bottleneck Models, LoRE, rule-based systems, federated explanation aggregation
  • Learning to Reject and Selective Classification
  • Federated learning with a focus on explainability
  • Physics-informed neural networks for fluid and thermodynamic simulations
  • Traffic flow reconstruction using traditional ML and continuous learning

πŸ’» Tech Stack

🍯 Syntactic Sugar

Python C++ C Java Bash C# F# OCaml

ML/Data Science

PyTorch Pandas NumPy Matplotlib Seaborn scikit-learn Keras

Specialized Frameworks

Flower Modulus Avalanche SHAP LIME

Tools & Technologies

Git GitHub MongoDB LaTeX Markdown Unity Blender

🌐 Real World links

Member of the research group Knowledge Discovery and Data Mining Laboratory(KDD)
Division of KDD @ Scuola Normale Superiore, DHAI group
Member of the XAI Research Group
Ph.D. in AI from the Italian National Doctoral Program

Pinned Loading

  1. scce-light scce-light Public

    β€˜β€˜I know that I don’t know... and I explain why’’ Robust abstention via counterfactual explanations

    Python 1

  2. fastshap_plusplus fastshap_plusplus Public

    Forked from lucacorbucci/fastshap_plusplus

    Code for the paper "Differentially Private FastSHAP for Federated Learning Model Explainability"

    Jupyter Notebook

  3. Synchronization Synchronization Public

    Firefly and bull-like emergent synchronization.

    Python

  4. GeneticFishes GeneticFishes Public

    An old exercise

    Python

  5. SAT SAT Public

    SAT standard resolution algorithm

    F#

  6. Noobers Noobers Public

    AI for archer

    AngelScript 1 1