Amine Ketata
@amine_ketata
ML PhD Student @TU_Muenchen • Graph ML & Generative Models
Happy to share that our paper "Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space" got accepted to #ICLR2025, and we will be presenting it this week in Singapore! Joint work with @n_gao96, @TomWollschlager, @j_m_sommer, and @guennemann. 🧵 1/
Super excited to be at #ICML2025 in Vancouver this week! 🇨🇦 Thrilled to be presenting new work and soaking in all the amazing research. This also marks my first conference trip since joining @GoogleResearch a couple of months ago! #LLMs #AIResearch
Real data is noisy but HiPPO assumes it's clean. Our UnHiPPO initialization resists noise with implicit Kalman filtering and makes SSMs robust without architecture changes. #ICML poster: Thu 11am E-2409 Paper: openreview.net/forum?id=U8GUm… Code: github.com/martenlienen/u… w/ @guennemann
How private is DP-SGD for self-supervised training on sequences? Our #ICML2025 spotlight shows that it can be very private—if you parameterize it right! 📜arxiv.org/abs/2502.02410 #icml Joint work w/ M. Dalirrooyfard, J. Guzelkabaagac, A. Schneider, Y. Nevmyvaka, @guennemann 1/6
How do LLMs navigate refusal? Our new @ICMLConf paper introduces a gradient-based approach & Representational Independence to map this complex internal geometry. 🚨 New Research Thread! 🚨 The Geometry of Refusal in Large Language Models By @guennemann's lab & @GoogleAI. 🧵👇
Excited to announce our #ICLR2025 spotlight work deriving the first exact certificates for neural networks against label poisoning 🎉. Joint work w/ @maha81193, @guennemann & Debarghya. For more details check out the thread below👇 or check out our paper arxiv.org/abs/2412.00537.
🎉Excited to announce our #ICLR2025 Spotlight! 🚀@lukgosch and I will be presenting our paper on the first exact certificate against label poisoning for neural nets and graph neural nets. Joint work with @guennemann and Debarghya 👇[1/6]
Thrilled to announce that we just presented „MAGNet: Motif-Agnostic Generation of Molecules from Scaffolds“ at #ICLR2025 🧲 @j_m_sommer @Pseudomanifold @fabian_theis @guennemann For those who couldn’t make it to our spotlight: openreview.net/forum?id=5FXKg…
If you are attending #ICLR2025 and are interested in electronic structure modelling / quantum chemistry come by our poster on learnable non-local XC-functionals to discuss with @n_gao96 and me. 🗓️ Today | 3:00 pm– 5:30 pm 📍Hall 3 | Poster #3
Poster by relAI PhD-candidate @amine_ketata, Nicholas Gao, Johanna Sommer, Tom Wollschläger and relAI Director @guennemann: openreview.net/forum?id=uNomA…
I am truly excited to share our latest work with @MScherbela, @GrohsPhilipp, and @guennemann on "Accurate Ab-initio Neural-network Solutions to Large-Scale Electronic Structure Problems"! arxiv.org/abs/2504.06087