logseq/journals/2023_01_26.md

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