The alignment-free methods fall into two broad categories: methods based on k-mer or word frequency, and methods based on match length20. Methods based on k-mer or word frequency are quite popular and studied e
During the first stage, the training loss for both encoder and aligner is based on the squared difference between the images after alignment by the Aligner net, plus an elastic regularizer. (See Methods for precise description of the loss function with Supplementary Fig. 1.) The elastic ...
Therefore, to the best of our knowledge, our proposal is one of the first methods based on deep learning dealing with the 3D alignment process. 1.2. Introduction to DeepAlign In this work, we present DeepAlign, a new proposal built on Convolutional Neural Networks (CNNs), that have ...
Methods RIPCAL has multiple modes of operation involving different combinations of RIP index and alignment-based methods. RIPCAL can be run in either command-line or graphical modes and is Perl-based. It is also compiled as a Windows executable. Dependent on the analysis method, RIPCAL accepts...
PRD evaluation的示意图， PRD（Peer Rank and Discussion）是代理交互评估的方法之一 PRD: Peer Rank and Discussion Improve Large Language Model based Evaluationsb. 评估目标探讨了由不对齐的 AI 系统可能衍生出的风险产生的安全评估目标，如毒性 (Toxicity)、权力追求 (Power-seeking)、欺骗 (Deception) 和较为...
However, the tension between the complexity of current alignment methods and the need for rapid iteration in deployment scenarios necessitates the development of a model-agnostic alignment approach that can operate under these constraints. In this paper, we introduce Aligner, a novel and simple ...
While your intentions are noble and your heart is in the right place, your methods can sometimes be unorthodox and even reckless. Your actions may cause friction with more law-abiding characters, but your ultimate goal is always to protect the innocent and fight against evil. ...
we find that the alignment accuracy of existing embedding-based methods decreases significantly as the gap of equivalent entities’ neighborhood sizes increases. 实体对齐还存在另外一个问题。一些比较大众化的邻居节点很普遍的出现在知识图谱中,这些节点的出现将会干扰实体对齐的准确率。如下图所示: Image 知识...
20 Dec 2024, openai, Deliberative Alignment: Reasoning Enables Safer Language Models -> [Link](arxiv.org/pdf/2412.1056) 8 Dec 2024, Zhipu AI, Does RLHF Scale? Exploring the Impacts from Data, Model, and Method -> [Link](arxiv.org/pdf/2412.0600) 24 July 2024, OpenAI,Rule Based Rewards...
[4]WIRTH C, AKROUR R, NEUMANN G, et al. A survey of preference-based reinforcement learning methods[J]. Journal of Machine Learning Research, 2017, 18(136): 1-46. [5]SILVER D, SINGH S, PRECUP D, et al. Re...