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model compression

3302 papers

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MC

Co-occurring keywords

knowledge distillation (3725) large language model (13587) neural network (6616) efficient computing (781) neural network optimization (1293) transfer learning (5449) convolutional neural network (4226) neural network pruning (265) language model (4599) parameter efficiency (417)

Papers

Any-Precision Deep Neural Networks AAAI 2021
Shallow-UWnet: Compressed Model for Underwater Image Enhancement (Student Abstract) AAAI 2021
Heterogeneous Grid Convolution for Adaptive, Efficient, and Controllable Computation CVPR 2021
Dynamic Region-Aware Convolution CVPR 2021
Inflate and Shrink:Enriching and Reducing Interactions for Fast Text-Image Retrieval EMNLP 2021
UnClE: Explicitly Leveraging Semantic Similarity to Reduce the Parameters of Word Embeddings EMNLP 2021
FP-NAS: Fast Probabilistic Neural Architecture Search CVPR 2021
Channel-Wise Knowledge Distillation for Dense Prediction ICCV 2021
KiloNeRF: Speeding Up Neural Radiance Fields With Thousands of Tiny MLPs ICCV 2021
Knowledge Evolution in Neural Networks CVPR 2021
Tree in Tree: from Decision Trees to Decision Graphs NIPS 2021
Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation NIPS 2021
Efficient Neural Network Training via Forward and Backward Propagation Sparsification NIPS 2021
Deformable Butterfly: A Highly Structured and Sparse Linear Transform NIPS 2021
Only Train Once: A One-Shot Neural Network Training And Pruning Framework NIPS 2021
Formalizing Generalization and Adversarial Robustness of Neural Networks to Weight Perturbations NIPS 2021
RED : Looking for Redundancies for Data-FreeStructured Compression of Deep Neural Networks NIPS 2021
Stateful ODE-Nets using Basis Function Expansions NIPS 2021
The Flip Side of the Reweighted Coin: Duality of Adaptive Dropout and Regularization NIPS 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks NIPS 2021
Unsupervised Representation Transfer for Small Networks: I Believe I Can Distill On-the-Fly NIPS 2021
Learning Frequency Domain Approximation for Binary Neural Networks NIPS 2021
deepQuest-py: Large and Distilled Models for Quality Estimation EMNLP 2021
Amortized Neural Networks for Low-Latency Speech Recognition INTERSPEECH 2021
NetAdaptV2: Efficient Neural Architecture Search With Fast Super-Network Training and Architecture Optimization CVPR 2021