代码链接: GitHub - adrienpetralia/TransApp: [VLDB 2024] ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Seriesgithub.com/adrienpetralia/TransApp
(1)输入部分,time series的每个time step的features 相当于一个句子里的一个token的embedding,但是根据实际经验来看,如果每个timestep的features太少做self attention效果不好,这里作者提供的方法是直接用一个shared的linear层来做升维的操作,看了下源代码确实是这么设计的https://github.com/gzerveas/mvts_transformer/...
In this paper, we propose a transformer-based model architecture. In this approach, we leverage a mixture of pre-trained word and knowledge graph embeddings to encode the semantics of input context, a transformer decoder to perform path generation controlled by encoded input context and head ...
尽管我们相信在基于Transformer的模型中,检测和分割可以在统一的架构中相互帮助,但简单地使用DINO进行分割和使用Mask2Former进行检测的结果表明,它们不能很好地完成其他任务,如表1和表2所示。此外,琐碎的多任务训练甚至会影响原始任务的性能。这自然会引出两个问题:1)为什么在基于Transformer的模型中,检测和分割任务不能...
AstraZeneca and NVIDIA developedMegaMolBART, a transformer tailored for drug discovery. It’s a version of the pharmaceutical company’s MolBART transformer, trained on a large, unlabeled database of chemical compounds using the NVIDIAMegatronframework for building large-scale transformer models. ...
AstraZeneca and NVIDIA developedMegaMolBART, a transformer tailored for drug discovery. It’s a version of the pharmaceutical company’s MolBART transformer, trained on a large, unlabeled database of chemical compounds using the NVIDIAMegatronframework for building large-scale transformer models. ...
First, TransPHLA is developed by constructing a transformer-based model to predict pHLA binding, which is superior to 14 previous methods on pHLA binding prediction and neoantigen and human papilloma virus vaccine identification. For vaccine design, the AOMP program is then developed by exploiting...
In this paper, we propose TransMEF, a transformer-based multi-exposure image fusion framework that uses self-supervised multi-task learning. The framework is based on an encoder-decoder network, which can be trained on large natural image datasets and does not require ground truth fusion images....
1 mask部分理解错误 我以为是连续15%的mask 参考: Notion – The all-in-one workspace for your notes, tasks, wikis, and databases. 其实: NLP中使用伯努利分布来随机产生Mask。伯努利分布会使得平均来看是正、负交替的,完全平均随机的。 在数值预测中,这回使得产生trivial的解,只missing一个值的话,会走捷径...
语音合成论文优选:A Unified Transformer-based Framework for Duplex Text Normalization 声明:语音合成论文优选系列主要分享论文,分享论文不做直接翻译,所写的内容主要是我对论文内容的概括和个人看法。文章同列统计可访问。http://yqli.tech/page/tts_paper.html...