Welcome !

I am Diego Antognini, a fourth year Ph.D. candidate in Computer Science at Swiss Federal Institute of Technology in Lausanne (EPFL). I work in the Artificial Intelligence Laboratory (LIA) under the supervision of Professor Boi Faltings.
My research interests are in the areas of natural language processing, machine learning and game theory. You can have a quick overview of myself by downloading my résumé.
In parallel to my Ph.D research, I provide consulting services and formal appraisals of Bachelor/Master theses, as well as evaluations of final projects for Federal Diplomas of Higher Education.
Additionnally, I give talks (e.g., NLP Meetup in Zürich, where I presented one of my last work here) and participate to challenges with students. We won a $10k prize at IARPA 2018) and I talk about it (in French) at the radio on Couleur 3.

On this website, I present some publications I've been working on and some (and old) of the most exciting projects.

If you have any questions, would like to see others projects (including OpenGL, realistic image synthesis, web frameworks) or you should be unable to find something, feel free to contact me here.

Publications

Here are some of my publications. You can also consult my Google scholar profile. Don't hesitate to contact me if you have any questions !

T-RECS: a Transformer-based Recommender Generating Textual Explanations and Integrating Unsupervised Language-based Critiquing Paper
Diego Antognini, Claudiu Musat, Boi Faltings
2020, CoRR
Multi-Dimensional Explanation of Ratings from Reviews Paper
Diego Antognini, Claudiu Musat, Boi Faltings
2020, CoRR
HotelRec: a Novel Very Large-Scale Hotel Recommendation Dataset Paper
Diego Antognini, Boi Faltings
2020, LREC
GameWikiSum: a Novel Large Multi-Document Summarization Dataset Paper
Diego Antognini, Boi Faltings
2020, LREC
Multi-Gradient Descent for Multi-Objective Recommender Systems Paper
Nikola Milojkovic, Diego Antognini, Giancarlo Bergamin, Boi Faltings, Claudiu Musat
2020, AAAI Workshop on Interactive and Conversational Recommendation Systems (WICRS)
Learning to Create Sentence Semantic Relation Graphs for Multi-Document Summarization Paper
Diego Antognini, Boi Faltings
2019, EMNLP Workshop on New Frontiers in Summarization
Dataset Construction via Attention for Aspect Term Extraction with Distant Supervision Paper
Athanasios Giannakopoulos*, Diego Antognini*, Claudiu Musat, Andreea Hossmann and Michael Baeriswyl
2017, ICDM Workshop on Sentiment Elicitation from Natural Text for Information Retrieval and Extraction (SENTIRE)

Projects

From Relation Extraction to Knowledge Graphs - M.Sc. thesis

My master thesis at Iprova in the domains of machine learning and natural language processing. View more

Hurricane

Scalable decentralized system that aggregates secondary storage devices in a cluster with the aim of supporting parallel scans of data stored across them. View more

Image classification

Classifier that recognizes the object present in an image using advanced models. The objects could be classifying as horse, airplane, car or other. View more

Pattern classification and machine learning project 1

Project about regression and classification using linear models. One dataset per task is given without any information. View more

Optimized flocking algorithm for e-pucks

Implement, test, analyse and optimize a flocking algorithm for e-pucks. The robots should avoid obstacles within the arena while retaining the collective formation. Work in a multidisciplinary team ! View more

NeoBrain - B.Sc. thesis

A research project about optimizing neuronal activity maps treatment using massively parallel technologies. View more

Facial recognition among profiles

Detect if a person has sunglasses using a set of profile pictures of different persons. Each one of them has pictures with different head positions, emotions and with/without sunglasses. View more

Recommender System challenge

Third task of the challenge of European Semantic Web Conference on a Top-N recommendation of books (ESWC-14 Challenge). Github Report

Social Recommendation System

Recommender systems for events based on user’s data and Facebook profile. View more

PokerFace

Realisation of a complete Poker Texas Hold'em game with an artificial intelligence. View more

Starfighter 4K

Shoot'em up game using the movement recognitions with Kinect and Wiimotes for the inclination and the shoot of the spaceships. View more

CUDA

Multiple mini-projects for learning about GPGPU technologies, mainly CUDA. View more

EPFL-IMDB

A movie directory with heavy database background using real data from IMDb. View more

Star2

Planetarium software showing a current view of the sky at the current location. View more

Contact

If you have any questions, or you would like to get in touch with me, feel free to contact me in one of the following ways :

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