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Discovery of the Hidden State in Ionic Models Using a Domain-Specific Recurrent Neural Network

Authors:  ShahriarIravanian....
Published date-11/14/2020

Abstract: Ionic models, the set of ordinary differential equations (ODEs) describing the time evolution of the state of excitable cells, are the cornerstone of modeling in neuro- and cardiac electrophysiology. Modern …
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Sentiment Analysis for Sinhala Language using Deep Learning Techniques

Authors:  LahiruSenevirathne, PiyumalDemotte, BinodKarunanayake....
Published date-11/14/2020
Activation Functions
LSTM
Recurrent Neural Networks
Sigmoid Activation
Tanh Activation
Tasks:  SentimentAnalysis

Abstract: Due to the high impact of the fast-evolving fields of machine learning and deep learning, Natural Language Processing (NLP) tasks have further obtained comprehensive performances for highly resourced languages such …
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Counting Cows: Tracking Illegal Cattle Ranching From High-Resolution Satellite Imagery

Authors:  IssamLaradji, PauRodriguez, FreddieKalaitzis....
Published date-11/14/2020

Abstract: Cattle farming is responsible for 8.8\% of greenhouse gas emissions worldwide. In addition to the methane emitted due to their digestive process, the growing need for grazing areas is an …
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Few-shot Object Grounding and Mapping for Natural Language Robot Instruction Following

Authors:  ValtsBlukis, RossA.Knepper, YoavArtzi....
Published date-11/14/2020
Tasks:  ContinuousControl

Abstract: We study the problem of learning a robot policy to follow natural language instructions that can be easily extended to reason about new objects. We introduce a few-shot language-conditioned object …
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SHAD3S: A model to Sketch, Shade and Shadow

Authors:  RaghavB.Venkataramaiyer, AbhishekJoshi, SaishaNarang....
Published date-11/13/2020

Abstract: Hatching is a common method used by artists to accentuate the third dimension of a sketch, and to illuminate the scene. Our system SHAD3S attempts to compete with a human …
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NightVision: Generating Nighttime Satellite Imagery from Infra-Red Observations

Authors:  PaulaHarder, WilliamJones, RedouaneLguensat....
Published date-11/13/2020
Activation Functions
Concatenated Skip Connection
Convolution
Convolutions
Max Pooling
Tasks:  SSIM

Abstract: The recent explosion in applications of machine learning to satellite imagery often rely on visible images and therefore suffer from a lack of data during the night. The gap can …
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