courses:xai:p2_2024

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courses:xai:p2_2024 [2025/01/09 10:00] – created admincourses:xai:p2_2024 [2026/01/19 07:23] (current) – [Alpha Evolve] admin
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 Assignments marked with {{:courses:xai:winner.png?25|}} can be extended as a continution in Programming Assgnment II. Assignments marked with {{:courses:xai:winner.png?25|}} can be extended as a continution in Programming Assgnment II.
 Projects marked with {{:courses:xai:contract.png?25|}} can be (with some additional work and depending on the results) published as scientific papers. Projects marked with {{:courses:xai:contract.png?25|}} can be (with some additional work and depending on the results) published as scientific papers.
 +
 +===== ACFXon OPTUNA  =====
 +{{:courses:xai:winner.png?30|}}
 +{{:courses:xai:contract.png?30|}}
 +
 +The goal is to run hyperparameter optimization algorithm such as optuna, collect results from it and use [[https://github.com/sbobek/acfx|ACFX]] to try to explain the impact of different hyperparameters on the quality of the optimization process
 +
 +===== PPCF Counterfactual explainer evaluation  =====
 +{{:courses:xai:winner.png?30|}}
 +{{:courses:xai:contract.png?30|}}
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 +The goal is to take: https://github.com/ofurman/counterfactuals/tree/main and evaluate it on more examples
 +
 +===== Multi-modal explanations  =====
 +{{:courses:xai:winner.png?30|}}
 +{{:courses:xai:contract.png?30|}}
 +
 +The goal is to use LLAVA/Molmo/NVLM/LLama/VALE to build explanations for image classification.
 +
 +
 +===== Xai and GenAI  =====
 +{{:courses:xai:winner.png?30|}}
 +{{:courses:xai:contract.png?30|}}
 +
 +The goal is to use for instance [[https://github.com/JoaoLages/diffusers-interpret|Diffusers-Interpret]] to generate explanations for generative AI (images, other team text)
 +
 +
 +
 +===== Alpha Evolve =====
 +{{:courses:xai:winner.png?30|}}
 +{{:courses:xai:contract.png?30|}}
 +Try to setup and raun exmaple from AlphaEvolve public implementation: https://arxiv.org/abs/2506.13131
 +
 +
 +===== Run and compare different XAI methos on anomaly detection task =====
 +{{:courses:xai:winner.png?30|}}
 +{{:courses:xai:contract.png?30|}}
 +
 +Focus on rule-based explainers, but also SAHP and LIME: calculate output for anomaly detection task (e.g.: https://zenodo.org/records/11469702) and analyze results
 +
 +
  
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