type::  [[meeting]]
external-links::  
tags:: [[PROJECTS/PRIN-EMELIOT]] 
people:: 
date:: [[26-01-2023]] - 09:15
isconsortium:: true

	- # Agenda
		- **09:00-10:30 S3: ML-based development**
			- - Studies on ML-based development (Unisannio)
			- - Federated Learning (Polimi)
			- Approaches for code completion - LUPE (Univaq, collaboraiton with Unisannio)
			- Open discussion: studies on ML-based development, call for joint initiatives
		- 10:30-11:00 Coffee break
		- **11:00-12:30 - S4: Analysis and testing**
			- - chatbot testing (Unimib)
			- - intrusion detection (Unisannio)
			- Open discussion - Security analysis and testing of ML-intensive IoT
		- **12:30-13:00  - Organizzazione iniziative future, wrap up**
		- 13:00-14:00 Pranzo
	-
		- ## Studies on ML-based development (Unisannio)
			- [Open Challenges in Federated Machine Learning | IEEE Journals & Magazine | IEEE Xplore (cineca.it)](https://ieeexplore-ieee-org.univaq.clas.cineca.it/document/9829276)
		- ## Claudio
			- [LUPE.pptx](../assets/LUPE_1674725870195_0.pptx)
		- ## Mastropaolo [[people/Mastropaolo]]
			- [[people/Mastropaolo]]
			- RSSEs
				- Rule-based (prima generazione)
					- Soffrono di problemi di generalizability
						- Es. JSummarizer usa template predefiniti progettati per Java
				- Data-driven techniques
					- Performance non eccezionali. Sono 3% di metodi viene summarized correttamente oppure solo il 9% di codice buggy viene fixato in modo corretto.
				- Prossimo step: Investigare pre-trained models
					- BERT (Google)
					- T5 (Google) - text-to-text transfer tranformer
						- Text as Input and Text as Output
							- DONE Vedere [Studying the Usage of Text-To-Text Transfer Transformer to Support Code-Related Tasks | IEEE Conference Publication | IEEE Xplore (cineca.it)](https://ieeexplore-ieee-org.univaq.clas.cineca.it/document/9401982)
							  id:: 648b0617-8e0d-49a4-81dd-7bf3576cbd5b
							- DONE [Using deep learning to generate complete log statements | Proceedings of the 44th International Conference on Software Engineering (cineca.it)](https://dl-acm-org.univaq.clas.cineca.it/doi/10.1145/3510003.3511561)
							  id:: 648b0617-6649-412a-a148-68f04c0be187
							- [An Empirical Study on the Usage of Transformer Models for Code Completion | IEEE Journals & Magazine | IEEE Xplore (cineca.it)](https://ieeexplore-ieee-org.univaq.clas.cineca.it/document/9616462)
							  id:: 648b0617-cf41-4390-b192-d90855c19e31
					- RoBERTA (Facebook)
					- *Pretraining then fine-tuning*
		- ## Chatbot testing
			- [chatbot2.pptx](../assets/chatbot2_1674729106591_0.pptx)
			-
				-
		- ## Intrusion detection
			-
		- 15-16 Giugno - Prossimo meeting EMELIOT a Salerno (pomeriggio del 15 e mattina del 16)
			- Lun-Mar --> Sattose
			- Martedi, ??? --> Scuola estiva
-