Mina Rezaei
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minarezaei.bsky.social
Mina Rezaei
@minarezaei.bsky.social
Machine Learning Researcher, @LMU Munich, MCML
Interested in probabilistic deep learning, generative models, and trustworthy ML.

minare.github.io
Our new paper, IB-EDL, introduces a novel method to enhance trustworthiness in fine-tuned LLMs by regularizing Evidential Deep Learning with an information bottleneck for improved uncertainty estimation and calibration.excellent work by @yaweili-sandylaker.bsky.social, @davidruegamer.bsky.social
New paper accepted to ICLR 2025: "Calibrating LLMs with Information-Theoretic Evidential Deep Learning."

openreview.net/forum?id=YcM...

Thanks to co-authors @davidruegamer.bsky.social , Dr. Bernd Bischl, and @minarezaei.bsky.social! Also thanks to MCML @munichcenterml.bsky.social
January 25, 2025 at 4:55 PM
Reposted by Mina Rezaei
Slides for a general introduction to the use of Optimal Transport methods in learning, with an emphasis on diffusion models, flow matching, training 2 layers neural networks and deep transformers. speakerdeck.com/gpeyre/optim...
January 15, 2025 at 7:08 PM
Reposted by Mina Rezaei
NeurIPS 2024 starts today and MCML researchers are represented with 26 accepted papers! 🎉

Here is an overview of the MCML papers at the conference: mcml.ai/news/2024-12...

Congrats to our researchers!

#NeurIPS #MachineLearning #AI @neuripsconf.bsky.social
December 10, 2024 at 10:47 AM
Reposted by Mina Rezaei
If you reviewed for #ICLR, please make sure to read other reviewers' comments too and reflect on whether you may have missed something.

The paper will need to have a single decision; the point of this exercise is not just about addressing each reviewer's concerns individually.
November 23, 2024 at 3:45 PM
Reposted by Mina Rezaei
It's tough to gain visibility as a young researcher, and it's job market season! Are you a theoretical computer science PhD/postdoc on the job market?

I don't have a crazy juge audience but I'll try to help a bit: fill this form, and I'll tweet your pitch and info!
docs.google.com/forms/d/e/1F...
Theoretical CS Job Market 2024
docs.google.com
November 23, 2024 at 11:56 PM
Reposted by Mina Rezaei
PhD Opportunity to work with Christian Cabrera and me on Self Sustaining Software Systems.

Part of the Manchester-Cambridge CDT.

www.findaphd.com/phds/project...
Interpretable Self-Sustaining Systems at University of Cambridge on FindAPhD.com
PhD Project - Interpretable Self-Sustaining Systems at University of Cambridge, listed on FindAPhD.com
www.findaphd.com
November 24, 2024 at 11:43 AM