@FraRonchini profile picture
Francesca Ronchini @FraRonchini
Joined December 2020
  • Tweets 136
  • Following 390
  • Followers 171
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Francesca Ronchini retweeted
arXiv Sound@ArxivSound
19 Sep 2025
Francisco Messina, Francesca Ronchini, Luca Comanducci, Paolo Bestagini, Fabio Antonacci, "Mitigating data replication in text-to-audio generative diffusion models through anti-memorization guidance," arxiv.org/abs/2509.14934

Mitigating data replication in text-to-audio generative diffusion...

A persistent challenge in generative audio models is data replication, where the model unintentionally generates parts of its training data during inference. In this work, we address this issue in...

arxiv.org
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Francesca Ronchini retweeted
Jannik Sinner
@janniksin
24 May 2025
Happy to be back 👋🏻 #RolandGarros
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Energy consumption of 7 text-to-audio diffusion models was analyzed, identifying the trade-off between audio quality and energy usage at inference time by finding Pareto-optimal solutions.
arXiv Sound@ArxivSound
13 May 2025
``Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models,'' Riccardo Passoni, Francesca Ronchini, Luca Comanducci, Romain Serizel, Fabio Antonacci, ift.tt/DNEBwqO
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Francesca Ronchini retweeted
arXiv Sound@ArxivSound
13 May 2025
``TACOS: Temporally-aligned Audio CaptiOnS for Language-Audio Pretraining,'' Paul Primus, Florian Schmid, Gerhard Widmer, ift.tt/NiCDlUQ

TACOS: Temporally-aligned Audio CaptiOnS for Language-Audio Pretraining

Learning to associate audio with textual descriptions is valuable for a range of tasks, including pretraining, zero-shot classification, audio retrieval, audio captioning, and text-conditioned...

arxiv.org
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Francesca Ronchini retweeted
DCASE Challenge@DCASE_Challenge
10 Dec 2024
The tasks for DCASE challenge 2025 have been announced. dcase.community/articles/cha… Stay tuned for more details.

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Francesca Ronchini retweeted
Yixiao Zhang@Yixiao_Zhang_
2 Dec 2024
I find the ismir.net lab information is not always up-to-date, so I decide to run a new COMPLETE list of MIR labs. Features (goals): ⭐️ Research topics ⭐️ PI, active students & alnumi ⭐️ Distinguish active & inactive labs ⭐️ Map view github.com/ldzhangyx/awesome…
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I am so grateful and honored to receive this grant! Thanks for the trust!
IEEE Signal Processing Society@IEEEsps
22 Nov 2024
🌟The IEEE Signal Processing Society (SPS) is proud to announce the 2024 class of SPS Scholarship recipients! 🌟Read about their expressed interest and commitment to pursuing signal processing education and real-world career experiences at hubs.la/Q02Zcs7W0.
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It’s time for @milanomusicweek and @linecheck_it! I’ll be hosting a hands-on workshop on gender-friendly music recommendation systems! 🎶Join us to help shape a more #inclusive #music #industry 👉 shorturl.at/D6wfr #DiversityInMusic #InclusiveTech
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I have shared our latest research, "Synthetic Training Set Generation Using #TextToAudio Models for Environmental #Sound Classification" at #DCASE2024 in Tokyo last month! 📝 Article: shorturl.at/0KW55 🔸 Slides: shorturl.at/oK0tP
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In this study, we explore how text-to-audio models can generate #synthetic #datasets to train data-driven sound recognition models. Check out the study, results, and conclusions in the article! If you have questions, feedback, or want to discuss this further, reach out!
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Francesca Ronchini retweeted
roser batlle roca@roserbatlleroca
6 Nov 2024
📢 Call to all #MIRCommunity! Have you ever wondered what an open model means? Help us shape the definition of open models in generative AI for music by taking our survey — just 10 minutes! 👉 forms.gle/Z48t6HPBXwWC3rud9 thank you 💫

Open Generative Models in MIR: What does open model mean?

This survey is part of a research initiative on open models lead by Roser Batlle-Roca, Xavier Serra and Martín Rocamora from the Music Technology Group (MTG) at Universitat Pompeu Fabra (Barcelona).

docs.google.com
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Francesca Ronchini retweeted
arXiv Sound@ArxivSound
17 Sep 2024
``MambaFoley: Foley Sound Generation using Selective State-Space Models,'' Marco Furio Colombo, Francesca Ronchini, Luca Comanducci, Fabio Antonacci, ift.tt/dh1eEBF

MambaFoley: Foley Sound Generation using Selective State-Space Models

Recent advancements in deep learning have led to widespread use of techniques for audio content generation, notably employing Denoising Diffusion Probabilistic Models (DDPM) across various tasks....

arxiv.org
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Francesca Ronchini retweeted
arXiv Sound@ArxivSound
6 Sep 2024
``PAGURI: a user experience study of creative interaction with text-to-music models,'' Francesca Ronchini, Luca Comanducci, Gabriele Perego, Fabio Antonacci, ift.tt/oLctA24

PAGURI: a user experience study of creative interaction with...

In recent years, text-to-music models have been the biggest breakthrough in automatic music generation. While they are unquestionably a showcase of technological progress, it is not clear yet how...

arxiv.org
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Francesca Ronchini retweeted
Repertorium@Repertorium_AI
29 Aug 2024
We’re excited to share that Repertorium project members @FraRonchini, @LucaComan, Fabio Antonacci and @M_Pexx from @polimi are presenting their latest research at the European Signal Processing Conference (EUSIPCO), currently taking place in Lyon! repertorium.eu/dissemination…
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Our paper “Room Transfer Function Reconstruction Using #Complex-#Valued #Neural #Networks and Irregularly Distributed Microphones” will be presented at #EUSIPCO2024! I won't be able to attend but DM me if you want to know more! Preprint 👉 shorturl.at/MW8JZv
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Francesca Ronchini retweeted
Emmanouil Benetos@emmanouilb
7 Aug 2024
📢Job opening: Research Assistant / Postdoctoral Research Assistant in music information research @c4dm @QMEECS on a project funded by @innovateuk Closing date: 31 August 2024 - more info: qmul-jobs.tal.net/vx/mobile-…
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Today I will present part of my research at #Deep #Learning for #MIR workshop series at CCRMA @Stanford 👉 shorturl.at/ssBJY The talk will focus on #opportunities and #challenges of incorporating #text-#to-#music #generative #models into music production practices. (1/n)

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Additionally, I will present the results of a #human-#centered #Music #Information #Retrieval (MIR) study aimed at understanding how text-to-music generative models can be practically integrated into the artistic practices of musicians and music professionals. (2/n)
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Always happy and open to chat more, so DM me in case you have any questions or like to discuss it further!
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Francesca Ronchini retweeted
roser batlle roca@roserbatlleroca
23 Jul 2024
happy to announce that MiRA is out!💫 MiRA (Music Replication Assessment) is an open model-independent tool to assess audio data replication of the training set 🎶🔧🤖👀 installable as a PyPI package 🎁 github.com/roserbatlleroca/m…

GitHub - roserbatlleroca/mira: MiRA (Music Replication Assessment) tool is a model-independent open...

MiRA (Music Replication Assessment) tool is a model-independent open evaluation method based on four diverse audio music similarity metrics to assess exact data replication of the training set. - r...

github.com
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