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Optimization & Theory

6,829 papers (27 classified directly here)

Subtopics

Model Compression (1,785) Optimization (1,664) Efficient Computing (1,579) Theory (1,082) Neural Network Optimization (903) Evaluation (509) Loss Functions (123) Interpretability (105) Stochastic Methods (97) Regularization (77) Generalization (24) Sparse Optimization (7)

Papers per year

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1173
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Papers (including subtopics)

Learning Model with Error -- Exposing the Hidden Model of BAYHENN IJCAI 2020
Towards Fully 8-bit Integer Inference for the Transformer Model IJCAI 2020
Optimization Learning: Perspective, Method, and Applications IJCAI 2020
Learning Sparse Neural Networks for Better Generalization IJCAI 2020
Efficient and Modularized Training on FPGA for Real-time Applications IJCAI 2020
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification INTERSPEECH 2020
Neural Architecture Search on Acoustic Scene Classification INTERSPEECH 2020
Optimization and Evaluation of an Intelligibility-Improving Signal Processing Approach (IISPA) for the Hurricane Challenge 2.0 with FADE INTERSPEECH 2020
X-TaSNet: Robust and Accurate Time-Domain Speaker Extraction Network INTERSPEECH 2020
Neural Architecture Search for Keyword Spotting INTERSPEECH 2020
VoiceFilter-Lite: Streaming Targeted Voice Separation for On-Device Speech Recognition INTERSPEECH 2020
Efficient Minimum Word Error Rate Training of RNN-Transducer for End-to-End Speech Recognition INTERSPEECH 2020
Compact Speaker Embedding: lrx-Vector INTERSPEECH 2020
Iterative Compression of End-to-End ASR Model Using AutoML INTERSPEECH 2020
Quantization Aware Training with Absolute-Cosine Regularization for Automatic Speech Recognition INTERSPEECH 2020
Rescore in a Flash: Compact, Cache Efficient Hashing Data Structures for n-Gram Language Models INTERSPEECH 2020
Resource-Adaptive Deep Learning for Visual Speech Recognition INTERSPEECH 2020
Bunched LPCNet: Vocoder for Low-Cost Neural Text-To-Speech Systems INTERSPEECH 2020
End-to-End ASR with Adaptive Span Self-Attention INTERSPEECH 2020
TinyLSTMs: Efficient Neural Speech Enhancement for Hearing Aids INTERSPEECH 2020
Branch and Bound for Piecewise Linear Neural Network Verification JMLR 2020
A General System of Differential Equations to Model First-Order Adaptive Algorithms JMLR 2020
Convergence Rates for the Stochastic Gradient Descent Method for Non-Convex Objective Functions JMLR 2020
Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Networks JMLR 2020
LSTM Neural Networks: Input to State Stability and Probabilistic Safety Verification L4DC 2020