Short Term Memory

Short-term memory (STM) research focuses on understanding how information is temporarily stored and retrieved, a crucial aspect of cognitive processes and artificial intelligence. Current research emphasizes developing computational models, such as recurrent neural networks (RNNs) including LSTMs, and novel memory architectures that efficiently manage and utilize both short-term and long-term information for tasks ranging from natural language processing to robotic control. These advancements have significant implications for improving the performance and efficiency of AI systems and offer valuable insights into the biological mechanisms underlying human memory.

Papers

December 5, 2022

A Machine with Short-Term, Episodic, and Semantic Memory Systems
Taewoon Kim, Michael Cochez, Vincent François-Lavet, Mark Neerincx, Piek Vossen
New Machine Deep Q Learning Short Term Short Term Memory Semantic Memory Human Like Memory

November 26, 2022

The distribution of syntactic dependency distances
Sonia Petrini, Ramon Ferrer-i-Cancho
Product Distribution Syntactic Dependency Syntactic Structure Short Term Memory Word Length Syntactic Dependency Distance

November 23, 2022

Research on Data Fusion Algorithm Based on Deep Learning in Target Tracking
Huihui Wu
Deep Learning DH Research Target Tracking Short Term Memory Fusion Algorithm

November 17, 2022

Learning to Control Rapidly Changing Synaptic Connections: An Alternative Type of Memory in Sequence Processing Artificial Neural Networks
Kazuki Irie, Jürgen Schmidhuber
LeArning Abstract Recurrent Neural Network Memory Trace Short Term Memory Artificial Neuron RNN Architecture Synaptic Connectivity

October 24, 2022

Characterizing Verbatim Short-Term Memory in Neural Language Models
Kristijan Armeni, Christopher Honey, Tal Linzen
Language Model LSTM Network Neural Language Model Token Representation Short Term Memory Word Sequence

October 10, 2022

Predicting Blossom Date of Cherry Tree With Support Vector Machine and Recurrent Neural Network
Hongyi Zheng, Yanyu Chen, Zihan Zhang
Recurrent Neural Network Long Short Term Memory Support Vector Machine Short Term Memory

August 20, 2022

MemoNav: Selecting Informative Memories for Visual Navigation
Hongxin Li, Xu Yang, Yuran Yang, Shuqi Mei, Zhaoxiang Zhang
Visual Navigation Short Term Memory Memory Mechanism Image Goal Navigation

May 23, 2022

Deep-learning-based prediction of nanoparticle phase transitions during in situ transmission electron microscopy
Wenkai Fu, Steven R. Spurgeon, Chongmin Wang, Yuyan Shao, Wei Wang, Amra Peles
Human Prediction Phase Transition Short Term Memory Transmission Electron Microscopy Transmission Electron

April 20, 2022

Axonal Delay As a Short-Term Memory for Feed Forward Deep Spiking Neural Networks
Pengfei Sun, Longwei Zhu, Dick Botteldooren
Neuromorphic Datasets Short Term Memory Spike Timing Synaptic Delay Biological Neuron Deep Spiking Neural Network

April 11, 2022

SAL-CNN: Estimate the Remaining Useful Life of Bearings Using Time-frequency Information
Bingguo Liu, Zhuo Gao, Binghui Lu, Hangcheng Dong, Zeru An
CNN Network Convolutional Block Attention Useful Life Short Time Fourier Transform Short Term Memory Remaining Useful Journal Bearing Time Frequency Information

February 21, 2022

A Deep Learning Approach to Predicting Ventilator Parameters for Mechanically Ventilated Septic Patients
Zhijun Zeng, Zhen Hou, Ting Li, Lei Deng, Jianguo Hou, Xinran Huang, Jun Li, Meirou Sun, Yunhan Wang, Qiyu Wu, Wenhao Zheng, Hua Jiang, Qi Wang
Recurrent Neural Network Long Short Term Memory Deep Learning Approach Patient Specific Short Term Memory Mechanical Ventilation

February 11, 2022

Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data
Ayman Elhalwagy, Tatiana Kalganova
Long Short Term Memory Unsupervised Anomaly Detection Neural Network Architecture Short Term Memory 3D Capsule

February 8, 2022

Provable Reinforcement Learning with a Short-Term Memory
Yonathan Efroni, Chi Jin, Akshay Krishnamurthy, Sobhan Miryoosefi
Reinforcement Learning Markov Decision Process Sequential Decision Partial Observability Short Term Memory

January 1, 2022

Bird Species Classification And Acoustic Features Selection Based on Distributed Neural Network with Two Stage Windowing of Short-Term Features
Nahian Ibn Hasan
Deep Neural Network Acoustic Feature Bird Specie Short Term Short Term Memory Bird Specie Classification

November 10, 2021

Soft Sensing Transformer: Hundreds of Sensors are Worth a Single Word
Chao Zhang, Jaswanth Yella, Yu Huang, Xiaoye Qian, Sergei Petrov, Andrey Rzhetsky, Sthitie Bom
Deep Learning Model Sensor System Soft Sensor Short Term Memory Paragraph Speech

November 3, 2021

Memory Association Networks
Seokjun Kim, Jaeeun Jang, Yeonju Jang, Seongyune Choi, Hyeoncheol Kim
Neural Network Long Term Memory Personal Memory Short Term Memory

Short Term Memory

Papers

A Machine with Short-Term, Episodic, and Semantic Memory Systems

The distribution of syntactic dependency distances

Research on Data Fusion Algorithm Based on Deep Learning in Target Tracking

Learning to Control Rapidly Changing Synaptic Connections: An Alternative Type of Memory in Sequence Processing Artificial Neural Networks

Characterizing Verbatim Short-Term Memory in Neural Language Models

Predicting Blossom Date of Cherry Tree With Support Vector Machine and Recurrent Neural Network

MemoNav: Selecting Informative Memories for Visual Navigation

Deep-learning-based prediction of nanoparticle phase transitions during in situ transmission electron microscopy

Axonal Delay As a Short-Term Memory for Feed Forward Deep Spiking Neural Networks

SAL-CNN: Estimate the Remaining Useful Life of Bearings Using Time-frequency Information

A Deep Learning Approach to Predicting Ventilator Parameters for Mechanically Ventilated Septic Patients

Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data

Provable Reinforcement Learning with a Short-Term Memory

Bird Species Classification And Acoustic Features Selection Based on Distributed Neural Network with Two Stage Windowing of Short-Term Features

Soft Sensing Transformer: Hundreds of Sensors are Worth a Single Word

Memory Association Networks