3 papers
math.NA2025
Optimality of adaptive mixed finite element methods for the Kirchhoff-Love plate bending problem
Jun Hu, Rui Ma, Min Zhang
This paper presents a reliable and efficient residual-based a posteriori error analysis for the symmetric mixed finite element method for…
cs.CL2025
AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs
Xiaopeng Ke, Hexuan Deng, Xuebo Liu +4
Despite the impressive performance of large language models (LLMs) in general domains, they often underperform in specialized domains. Existing approaches typically rely on data sy…
cs.LG2025
CALM: Consensus-Aware Localized Merging for Multi-Task Learning
Kunda Yan, Min Zhang, Sen Cui +4
Model merging aims to integrate the strengths of multiple fine-tuned models into a unified model while preserving task-specific capabilities. Existing methods, represented by task…