Response Characterization for Auditing Cell Dynamics in Long Short-term Memory Networks

Response Characterization for Auditing Cell Dynamics in Long Short-term Memory Networks

In this paper, we introduce a novel method to interpret recurrent neural networks (RNNs), particularly long short-term memory networks (LSTMs) at the cellular level. We propose a systematic pipeline for interpreting individual hidden state dynamics within the network using response characterization...

Full description

Bibliographic Details
Main Authors:	Hasani, Ramin (Author), Amini, Alexander A (Author), Lechner, Mathias (Author), Naser, Felix M (Author), Grosu, Radu (Author), Rus, Daniela L (Author)
Other Authors:	Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory (Contributor), Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science (Contributor)
Format:	Article
Language:	English
Published:	Institute of Electrical and Electronics Engineers (IEEE), 2021-05-04T14:56:09Z.
Subjects:	Article
Online Access:	Get fulltext

Similar Items

Adversarial Training is Not Ready for Robot Learning
by: Lechner, Mathias, et al.
Published: (2022)

Audit of long-term and short-term liabilities
by: Korinko M.D., et al.
Published: (2017-03-01)

Short-long-term memory interaction with underlearned long term storage.
by: Fergenson, P. Everett
Published: (1965)

Short-term Load Forecasting with Clustering and Long-Short Term Memory Model
by: Meng-Hsuan Lee, et al.
Published: (2019)

Short-Term Electric Load Forecasting Model Using Long Short-Term Memory
by: HUANG,JIAN-KAI, et al.
Published: (2019)

Integrating Long Short-Term Memory and Genetic Algorithm for Short-Term Load Forecasting
by: Arpita Samanta Santra, et al.
Published: (2019-05-01)

Expert Memory and Instrumental Conductors: Interactions between Long-Term and Short-Term Memory
Published: (2017)

Short- and long-term memory of moving amoeboid cells.
by: Peter J M van Haastert
Published: (2021-01-01)

Neural Reversible Steganography with Long Short-Term Memory
by: Ching-Chun Chang
Published: (2021-01-01)

Long-term effects of interference on short-term memory performance in the rat.
by: Mégane Missaire, et al.
Published: (2017-01-01)

The effects of ethanol on short-term and long-term memory in Caenorhabditis elegans
by: Butterfield, Michael
Published: (2011)

Long Short Term Memory combined with Genetic Algorithm to Predict Short-Term Load Forecasting
by: ARPITA SAMANTA SANTRA, et al.
Published: (2019)

ANALYSIS AND COMPARISON OF LONG SHORT-TERM MEMORY NETWORKS SHORT-TERM TRAFFIC PREDICTION PERFORMANCE
by: Erdem DOGAN
Published: (2020-08-01)

RETRIEVAL PROCESS IN FREE RECALL CREATES ERRORS IN SHORT TERM MEMORY BUT NOT IN LONG TERM MEMORY
by: Eugen Tarnow
Published: (2015-12-01)

Visual short-term memory capacity predicts the “bandwidth” of visual long-term memory encoding
by: Fukuda, K., et al.
Published: (2019)

Primary user characterization for cognitive radio wireless networks using long short-term memory
by: Johana Hernández, et al.
Published: (2018-11-01)

Optimized Deep Stacked Long Short-Term Memory Network for Long-Term Load Forecasting
by: Tamer Ahmed Farrag, et al.
Published: (2021-01-01)

Long short-term memory recurrent neural networks for classification of acute hypotensive episodes
by: Jaffe, Alexander Scott
Published: (2018)

Spatial coding of ordinal information in short- and long-term memory
by: Veronique eGinsburg, et al.
Published: (2015-01-01)

An accident diagnosis algorithm using long short-term memory
by: Jaemin Yang, et al.
Published: (2018-05-01)

Errors in nonword repetition: bridging short- and long-term memory
by: F.H. Santos, et al.
Published: (2006-03-01)

Engaging long and short term memory during anaphor comprehension
by: Simner, Julia Claire
Published: (2001)

Deep Long Short-Term Memory Networks for Speech Recognition
by: Alim Misbullah, et al.
Published: (2015)

Hierarchical Long Short-Term Memory Network for Cyberattack Detection
by: Haixia Hou, et al.
Published: (2020-01-01)

Human Activity Prediction using Long Short Term Memory
by: Septiadi Jaka, et al.
Published: (2020-01-01)

Long Short-Term Memory Approach for Coronavirus Disease Predicti
by: Omar Ibrahim Obaid, et al.
Published: (2020-12-01)

Long-Short-Term Memory Network Based Hybrid Model for Short-Term Electrical Load Forecasting
by: Liwen Xu, et al.
Published: (2018-07-01)

Openness of Natural Information Processing Systems and Short-Term and Long-Term Memory
by: Shumilov Vladimir, et al.
Published: (2018-01-01)

The Effects of Regular Pilates Exercise on Long-Term and Short-Term Memory of the Elderly
by: Nayereh Joolaei, et al.
Published: (2017-08-01)

The Hebb effect : investigating long-term learning from short-term memory
by: Cumming, N.
Published: (2001)

Experimental Effects of Acute Exercise on Iconic Memory, Short-Term Episodic, and Long-Term Episodic Memory
by: Danielle Yanes, et al.
Published: (2018-06-01)

The Capacity of Visual Short Term Memory Determines the Bandwidth of Information Transfer into Visual Long Term Memory
by: Fukuda, Keisuke, et al.
Published: (2012)

Ultra-short term wind speed prediction using mathematical morphology decomposition and long short-term memory
by: Mengshi Li, et al.
Published: (2020-12-01)

Short-term power prediction of photovoltaic power station based on long short-term memory-back-propagation
by: Chi Hua, et al.
Published: (2019-10-01)

Hybrid Forecasting Model for Short-Term Wind Power Prediction Using Modified Long Short-Term Memory
by: Namrye Son, et al.
Published: (2019-10-01)

A Novel Long Short-Term Memory Predicted Algorithm for BDS Short-Term Satellite Clock Offsets
by: Tailai Wen, et al.
Published: (2021-01-01)

Short-Term Photovoltaic Power Forecasting Based on Long Short Term Memory Neural Network and Attention Mechanism
by: Hangxia Zhou, et al.
Published: (2019-01-01)

Auditory short-term memory behaves like visual short-term memory.
by: Kristina M Visscher, et al.
Published: (2007-03-01)

Sensor numerical prediction based on long-term and short-term memory neural network
by: Yangyang, Wen
Published: (2020)

Bacteria Growth Modeling using Long-Short-Term-Memory Networks
by: Shojaee, Ali, B.S.
Published: (2021)