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Model Compression

1,718 papers

Papers per year

2
4
128
453
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Papers

Task-Specific Skill Localization in Fine-tuned Language Models ICML 2023
BiBench: Benchmarking and Analyzing Network Binarization ICML 2023
Discrete Key-Value Bottleneck ICML 2023
UPSCALE: Unconstrained Channel Pruning ICML 2023
Understanding Int4 Quantization for Language Models: Latency Speedup, Composability, and Failure Cases ICML 2023
SLAMB: Accelerated Large Batch Training with Sparse Communication ICML 2023
COLA: Orchestrating Error Coding and Learning for Robust Neural Network Inference Against Hardware Defects ICML 2023
Bi-directional Masks for Efficient N:M Sparse Training ICML 2023
Rockmate: an Efficient, Fast, Automatic and Generic Tool for Re-materialization in PyTorch ICML 2023
spred: Solving L1 Penalty with SGD ICML 2023
AD-TUNING: An Adaptive CHILD-TUNING Approach to Efficient Hyperparameter Optimization of Child Networks for Speech Processing Tasks in the SUPERB Benchmark INTERSPEECH 2023
Computation and Memory Efficient Noise Adaptation of Wav2Vec2.0 for Noisy Speech Emotion Recognition with Skip Connection Adapters INTERSPEECH 2023
Model Compression for DNN-based Speaker Verification Using Weight Quantization INTERSPEECH 2023
DistilXLSR: A Light Weight Cross-Lingual Speech Representation Model 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
Mixture-of-Expert Conformer for Streaming Multilingual ASR INTERSPEECH 2023
Lossless 4-bit Quantization of Architecture Compressed Conformer ASR Systems on the 300-hr Switchboard Corpus INTERSPEECH 2023
GPU-accelerated Guided Source Separation for Meeting Transcription INTERSPEECH 2023
A Metric-Driven Approach to Conformer Layer Pruning for Efficient ASR Inference INTERSPEECH 2023
Parameter-Efficient Learning for Text-to-Speech Accent Adaptation INTERSPEECH 2023
2-bit Conformer quantization for automatic speech recognition INTERSPEECH 2023
Adaptive Neural Network Quantization For Lightweight Speaker Verification INTERSPEECH 2023
On Biased Compression for Distributed Learning JMLR 2023
A Scalable and Efficient Iterative Method for Copying Machine Learning Classifiers JMLR 2023