This year, LSTM is trending!
The original authors of LSTM have proposed xLSTM and Vision-LSTM, addressing previous limitations. At the same time, LSTM+Transformer has made it to Nature; various hybrid model architectures such as LSTM+CNN, LSTM+Attention are continuously refreshing SOTA.
LSTM is definitely a great direction for generating ideas and publishing papers recently. I have compiled 52 innovative ideas for LSTM from the last few years, all of which have corresponding code for reproduction. They have been organized and named based on core principles for easy searching.
Today, I am sharing it for free for everyone to learn, feel free to scan the code to download.
Scan to download 52 innovative ideas for LSTM
All papers + code
The 52 innovative ideas I compiled for LSTM are all papers from recent years, the latest being from the first half of 2024. They have been categorized and named based on core ideas for easy searching and learning.
Most importantly, all ideas come with downloadable open source code! You don’t need to search online for papers and code anymore; just download this collection. Completely free sharing, scan to download.
Scan to download 52 innovative ideas for LSTM
All papers + code
Here are also some simple analyses of recent popular research:
– xLSTM overcomes the inability to modify storage decisions, the need to compress information into scalar cell states, and the lack of parallelism through exponential gating and a parallelizable matrix memory structure. Vision-LSTM extends this to the visual domain.
– LSTM can be combined with the popular mamba. It integrates the advantages of visual Mamba blocks with LSTM to construct a network centered around the VMRNN unit.
– The research of LSTM+Transformer published in Nature achieved optimal model performance in multi-task real-time prediction, even with a data retention rate of 50%. The fusion model simultaneously captures long-term dependencies and has efficient parallel computing capabilities.
And more…
If you want all 52 innovative ideas for LSTM, you can scan to download!
Scan to download 52 innovative ideas for LSTM
All papers + code
If anyone has further learning needs for LSTM, I also share a completely free LSTM lecture course. Taught by Dr. Felix, a UK PhD and private equity quantitative researcher. It focuses on popular topics like xLSTM, KAN, and time series.
The lecture is completely free, and if you are interested in time series and want to find ideas to publish papers using the latest xLSTM, KAN, and other technologies, don’t miss this lecture!
