We’re happy to present the following
works at NeurIPS 2025
Main track
On Evaluating Policies for Robust POMDPs
Merlijn Krale, Eline M. Bovy, Maris F. L. Galesloot, Thiago D. Simão*,
Nils Jansen
Exploring Neural Granger Causality with xLSTMs: Unveiling Temporal Dependencies in Complex Data
Harsh Poonia, Felix Divo, Kristian Kersting, Devendra Singh Dhami*
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories
Maurice Kraus, Felix Divo, Devendra Singh Dhami*, Kristian Kersting
When Causal Dynamics Matter: Adapting Causal Strategies through
Meta-Aware Interventions
Moritz Willig, Tim Tobiasch, Devendra Singh Dhami*, Kristian Kersting
MuRating: A High Quality Data Selecting Approach toMultilingual Large Language Model Pretraining
Zhixun Chen, Ping Guo, Wenhan Han*, Yifan Zhang, Binbin Liu, Haobin Lin, Fengze Liu, Yan Zhao, Bingni Zhang, Taifeng Wang, Yin Zheng, Trevor Cohn, Meng Fang
Tracks and Workshops
Learning Visual Concepts via Vision Language Programs
Multimodal Algorithmic Reasoning Workshop
Antonia Wüst, Hikaru Shindo, Wolfgang Stammer, Devendra Singh Dhami*, Kristian Kersting
CrypticBio: A Large Multimodal Dataset for Visually Confusing Species
D&B Track
Georgiana Manolache, Gerard Schouten, Joaquin Vanschoren*
REOBench: Benchmarking Robustness of Earth Observation Foundation Models
D&B Track
Xiang Li, Yong Tao, Siyuan Zhang, Siwei Liu, Zhitong Xiong, Chunbo Luo, Lu Liu, Mykola Pechenizkiy*, Xiao Xiang Zhu, Tianjin Huang
Sculpting [CLS] Features for Foundation Model-Based Class-Incremental Learning
Workshop on Continual and Compatible Foundation Model Updates
Murat Onur Yildirim*, Elif Ceren Gok Yildirim*, Joaquin Vanschoren*
Slim Adaptation Modules: A Simple yet Strong Baseline for Continual Foundation Models
Workshop on Continual and Compatible Foundation Model Updates
Elif Ceren Gok Yildirim*, Murat Onur Yildirim*, Joaquin Vanschoren*
Towards Fully Automated Molecular Simulations: Multi-Agent Framework for Simulation Setup and Force Field Extraction
Workshop AI4Mat: AI for Accelareted Materials Design
Marko Petkovic*, Vlado Menkovski*, Sofia Calero
*member of the DAI cluster at TU/e