전체 전문분석자료

전문분석자료

Academic · 약 1분

Bayesian Optimization of Partially Known Systems using Hybrid Models

arXiv:2603.11199v1 Announce Type: new Abstract: Bayesian optimization (BO) has gained attention as an efficient algorithm for black-box optimization of expensive-to-evaluate systems, where the BO algorithm …

Eike Cramer, Luis Kutschat, Oliver Stollenwerk, Joel A. Paulson, Alexander Mitsos
조회수 36회
Academic · 약 1분

Representation Finetuning for Continual Learning

arXiv:2603.11201v1 Announce Type: new Abstract: The world is inherently dynamic, and continual learning aims to enable models to adapt to ever-evolving data streams. While pre-trained …

Haihua Luo, Xuming Ran, Tommi K\"arkk\"ainen, Huiyan Xue, Zhonghua Chen, Qi Xu, Fengyu Cong
조회수 19회
Academic · 약 1분

Reference-Guided Machine Unlearning

arXiv:2603.11210v1 Announce Type: new Abstract: Machine unlearning aims to remove the influence of specific data from trained models while preserving general utility. Existing approximate unlearning …

Jonas Mirlach, Sonia Laguna, Julia E. Vogt
조회수 30회
Academic · 약 1분

Differentiable Thermodynamic Phase-Equilibria for Machine Learning

arXiv:2603.11249v1 Announce Type: new Abstract: Accurate prediction of phase equilibria remains a central challenge in chemical engineering. Physics-consistent machine learning methods that incorporate thermodynamic structure …

Karim K. Ben Hicham, Moreno Ascani, Jan G. Rittig, Alexander Mitsos
조회수 31회
Academic · 약 1분

Duration Aware Scheduling for ASR Serving Under Workload Drift

arXiv:2603.11273v1 Announce Type: new Abstract: Scheduling policies in large-scale Automatic Speech Recognition (ASR) serving pipelines play a key role in determining end-to-end (E2E) latency. Yet, …

Darshan Makwana, Yash Jogi, Harsh Kotta, Aayush Kubba
조회수 24회
Academic · 약 1분

Heavy-Tailed Principle Component Analysis

arXiv:2603.11308v1 Announce Type: new Abstract: Principal Component Analysis (PCA) is a cornerstone of dimensionality reduction, yet its classical formulation relies critically on second-order moments and …

Mario Sayde, Christopher Khater, Jihad Fahs, Ibrahim Abou-Faycal
조회수 30회
Academic · 약 1분

On the Robustness of Langevin Dynamics to Score Function Error

arXiv:2603.11319v1 Announce Type: new Abstract: We consider the robustness of score-based generative modeling to errors in the estimate of the score function. In particular, we …

Daniel Yiming Cao, August Y. Chen, Karthik Sridharan, Yuchen Wu
조회수 40회