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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

8
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Papers (including subtopics)

An Efficient and Noise-Robust Audiovisual Encoder for Audiovisual Speech Recognition INTERSPEECH 2023
SparseVSR: Lightweight and Noise Robust Visual Speech Recognition INTERSPEECH 2023
Model Compression for DNN-based Speaker Verification Using Weight Quantization INTERSPEECH 2023
HyperConformer: Multi-head HyperMixer for Efficient Speech Recognition INTERSPEECH 2023
EffCRN: An Efficient Convolutional Recurrent Network for High-Performance Speech Enhancement INTERSPEECH 2023
Ultra Dual-Path Compression For Joint Echo Cancellation And Noise Suppression INTERSPEECH 2023
A Multiple-Teacher Pruning Based Self-Distillation (MT-PSD) Approach to Model Compression for Audio-Visual Wake Word Spotting INTERSPEECH 2023
A Model for Every User and Budget: Label-Free and Personalized Mixed-Precision Quantization INTERSPEECH 2023
miniStreamer: Enhancing Small Conformer with Chunked-Context Masking for Streaming ASR Applications on the Edge INTERSPEECH 2023
CoMFLP: Correlation Measure Based Fast Search on ASR Layer Pruning INTERSPEECH 2023
Lossless 4-bit Quantization of Architecture Compressed Conformer ASR Systems on the 300-hr Switchboard Corpus INTERSPEECH 2023
Compressed MoE ASR Model Based on Knowledge Distillation and Quantization INTERSPEECH 2023
Improving Label Assignments Learning by Dynamic Sample Dropout Combined with Layer-wise Optimization in Speech Separation INTERSPEECH 2023
An Efficient Speech Separation Network Based on Recurrent Fusion Dilated Convolution and Channel Attention INTERSPEECH 2023
A Neural State-Space Modeling Approach to Efficient Speech Separation INTERSPEECH 2023
FRA-RIR: Fast Random Approximation of the Image-source Method INTERSPEECH 2023
Automatic Tuning of Loss Trade-offs without Hyper-parameter Search in End-to-End Zero-Shot Speech Synthesis INTERSPEECH 2023
Information Magnitude Based Dynamic Sub-sampling for Speech-to-text INTERSPEECH 2023
Time-synchronous one-pass Beam Search for Parallel Online and Offline Transducers with Dynamic Block Training INTERSPEECH 2023
Implementing Contextual Biasing in GPU Decoder for Online ASR INTERSPEECH 2023
LightClone: Speaker-guided Parallel Subnet Selection for Few-shot Voice Cloning INTERSPEECH 2023
2-bit Conformer quantization for automatic speech recognition INTERSPEECH 2023
Adaptive Neural Network Quantization For Lightweight Speaker Verification INTERSPEECH 2023
Automatic Exploration of Optimal Data Processing Operations for Sound Data Augmentation Using Improved Differentiable Automatic Data Augmentation INTERSPEECH 2023
An Inertial Block Majorization Minimization Framework for Nonsmooth Nonconvex Optimization JMLR 2023