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model compression

3283 papers

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MC

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knowledge distillation (3680) large language model (12755) neural network (6616) efficient computing (779) neural network optimization (1293) transfer learning (5442) convolutional neural network (4216) neural network pruning (265) language model (4573) parameter efficiency (415)

Papers

FedNL: Making Newton-Type Methods Applicable to Federated Learning ICML 2022
Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training ICML 2022
ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training ICML 2022
MemSR: Training Memory-efficient Lightweight Model for Image Super-Resolution ICML 2022
Analyzing and Mitigating Interference in Neural Architecture Search ICML 2022
Be Like Water: Adaptive Floating Point for Machine Learning ICML 2022
ShiftAddNAS: Hardware-Inspired Search for More Accurate and Efficient Neural Networks ICML 2022
On the Channel Pruning using Graph Convolution Network for Convolutional Neural Network Acceleration IJCAI 2022
TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources IJCAI 2022
Parameter-Efficient Sparsity for Large Language Models Fine-Tuning IJCAI 2022
Continual Federated Learning Based on Knowledge Distillation IJCAI 2022
NAS-SCAE: Searching Compact Attention-based Encoders For End-to-end Automatic Speech Recognition INTERSPEECH 2022
LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERT INTERSPEECH 2022
Multi-stage Progressive Compression of Conformer Transducer for On-device Speech Recognition INTERSPEECH 2022
A Unified Cascaded Encoder ASR Model for Dynamic Model Sizes INTERSPEECH 2022
Sub-8-Bit Quantization Aware Training for 8-Bit Neural Network Accelerator with On-Device Speech Recognition INTERSPEECH 2022
W2V2-Light: A Lightweight Version of Wav2vec 2.0 for Automatic Speech Recognition INTERSPEECH 2022
Squashed Weight Distribution for Low Bit Quantization of Deep Models INTERSPEECH 2022
Knowledge distillation for In-memory keyword spotting model INTERSPEECH 2022
FitHuBERT: Going Thinner and Deeper for Knowledge Distillation of Speech Self-Supervised Models INTERSPEECH 2022
Fast Grad-TTS: Towards Efficient Diffusion-Based Speech Generation on CPU INTERSPEECH 2022
MISRNet: Lightweight Neural Vocoder Using Multi-Input Single Shared Residual Blocks INTERSPEECH 2022
Parameter-Efficient Conformers via Sharing Sparsely-Gated Experts for End-to-End Speech Recognition INTERSPEECH 2022
Accelerating Inference and Language Model Fusion of Recurrent Neural Network Transducers via End-to-End 4-bit Quantization INTERSPEECH 2022
Decoupled Federated Learning for ASR with Non-IID Data INTERSPEECH 2022