Estimation Task
Estimation tasks, broadly defined as the process of inferring unknown parameters or values from available data, are central to numerous scientific and engineering disciplines. Current research emphasizes developing robust and efficient estimation methods across diverse data types and model complexities, focusing on techniques like Bayesian frameworks, deep neural networks (including graph convolutional networks), and simulation-based inference. These advancements are driving improvements in areas ranging from medical diagnosis and robotics to power systems optimization and material science, enabling more accurate predictions and informed decision-making.
306papers
Papers - Page 2
March 7, 2025
L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation
Johanna P. Müller, Robert Wright, Thomas G. Day, Lorenzo Venturini, Samuel F. Budd, Hadrien Reynaud, Joseph V. Hajnal, Reza Razavi, Bernhard KainzFriedrich–Alexander University Erlangen–Nürnberg●King’s College London●Imperial College LondonGuaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation
Mohit Prashant, Arvind Easwaran, Suman Das, Michael YuhasNanyang Technological University
February 27, 2025
February 24, 2025
A Fokker-Planck-Based Loss Function that Bridges Dynamics with Density Estimation
Zhixin Lu, Łukasz Kuśmierz, Stefan MihalasAllen InstituteAll You Need for Counterfactual Explainability Is Principled and Reliable Estimate of Aleatoric and Epistemic Uncertainty
Kacper Sokol, Eyke HüllermeierETH Zurich●LMU MunichMambaFlow: A Novel and Flow-guided State Space Model for Scene Flow Estimation
Jiehao Luo, Jintao Cheng, Xiaoyu Tang, Qingwen Zhang, Bohuan Xue, Rui FanSouth China Normal University●KTH Royal Institute of Technology●Tongji University
February 18, 2025
An Attention-Assisted Multi-Modal Data Fusion Model for Real-Time Estimation of Underwater Sound Velocity
Pengfei Wu, Wei Huang, Yujie Shi, Hao ZhangOcean University of ChinaHow Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the Wild
Saad Obaid ul Islam, Anne Lauscher, Goran GlavašUniversity of Würzburg●University of HamburgLearning Transformation-Isomorphic Latent Space for Accurate Hand Pose Estimation
Kaiwen Ren, Lei Hu, Zhiheng Zhang, Yongjing Ye, Shihong XiaUniversity of Chinese Academic of Science