Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads

no code implementations • 14 Aug 2023 • Dingheng Mo, Fanchao Chen, Siqiang Luo, Caihua Shan

LSM-trees are widely adopted as the storage backend of key-value stores.

Reinforcement Learning (RL)

Knowledge is Power: Understanding Causality Makes Legal judgment Prediction Models More Generalizable and Robust

no code implementations • 6 Nov 2022 • Haotian Chen, Lingwei Zhang, Yiran Liu, Fanchao Chen, Yang Yu

To validate our theoretical analysis, we further propose another method using our proposed Causality-Aware Self-Attention Mechanism (CASAM) to guide the model to learn the underlying causality knowledge in legal texts.

Open Information Extraction