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Workshop
Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and Identification
Pasquale Antonante · Heath Nilsen · Luca Carlone
Poster
Wed 14:00 CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP
Andreas Fürst · Elisabeth Rumetshofer · Johannes Lehner · Viet T. Tran · Fei Tang · Hubert Ramsauer · David Kreil · Michael Kopp · Günter Klambauer · Angela Bitto · Sepp Hochreiter
Poster
Thu 14:00 Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network?
Yibo Yang · Shixiang Chen · Xiangtai Li · Liang Xie · Zhouchen Lin · Dacheng Tao
Workshop
A probabilistic deep learning model to distinguish cusps and cores in dwarf galaxies
Julen Expósito Márquez · Marc Huertas-Company · Arianna Di Cintio · Chris Brook · Andrea Macciò · Rob Grant · Elena Arjona
Poster
Thu 9:00 Semantic Probabilistic Layers for Neuro-Symbolic Learning
Kareem Ahmed · Stefano Teso · Kai-Wei Chang · Guy Van den Broeck · Antonio Vergari
Poster
Tue 9:00 Learning Probabilistic Models from Generator Latent Spaces with Hat EBM
Mitch Hill · Erik Nijkamp · Jonathan Mitchell · Bo Pang · Song-Chun Zhu
Poster
A Differentiable Semantic Metric Approximation in Probabilistic Embedding for Cross-Modal Retrieval
Hao Li · Jingkuan Song · Lianli Gao · Pengpeng Zeng · Haonan Zhang · Gongfu Li
Poster
Wed 14:00 On A Mallows-type Model For (Ranked) Choices
Yifan Feng · Yuxuan Tang
Poster
Wed 14:00 FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation
Mehmet Ozgur Turkoglu · Alexander Becker · Hüseyin Anil Gündüz · Mina Rezaei · Bernd Bischl · Rodrigo Caye Daudt · Stefano D'Aronco · Jan Wegner · Konrad Schindler
Workshop
PropertyDAG: Multi-objective Bayesian optimization of partially ordered, mixed-variable properties for biological sequence design
Ji Won Park · Samuel Stanton · Saeed Saremi · Andrew Watkins · Stephen Ra · Vladimir Gligorijevic · Kyunghyun Cho · Richard Bonneau