Model Compression

Continuation KD: Improved Knowledge Distillation through the Lens of Continuation Optimization EMNLP 2022 Controllable Dynamic Multi-Task Architectures CVPR 2022 Convolutional Neural Network Compression through Generalized Kronecker Product Decomposition AAAI 2022 COST-EFF: Collaborative Optimization of Spatial and Temporal Efficiency with Slenderized Multi-exit Language Models EMNLP 2022 DACT-BERT: Differentiable Adaptive Computation Time for an Efficient BERT Inference ACL 2022 DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning ICML 2022 Data-Free Network Compression via Parametric Non-Uniform Mixed Precision Quantization CVPR 2022 Dataset Pruning for Resource-constrained Spoofed Audio Detection Interspeech 2022 Decoupled Federated Learning for ASR with Non-IID Data Interspeech 2022 DeepAuth: A DNN Authentication Framework by Model-Unique and Fragile Signature Embedding AAAI 2022 DeepHardMark: Towards Watermarking Neural Network Hardware AAAI 2022 Deep Model Reassembly NeurIPS 2022 Deep versus Wide: An Analysis of Student Architectures for Task-Agnostic Knowledge Distillation of Self-Supervised Speech Models Interspeech 2022 Defending against Model Stealing via Verifying Embedded External Features AAAI 2022 DENSE: Data-Free One-Shot Federated Learning NeurIPS 2022 DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks ICML 2022 Differentially Private Model Compression NeurIPS 2022 DiSparse: Disentangled Sparsification for Multitask Model Compression CVPR 2022 DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems AAAI 2022 DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy AAAI 2022 DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization ACL 2022 Dynamic Kernel Selection for Improved Generalization and Memory Efficiency in Meta-Learning CVPR 2022 DyRep: Bootstrapping Training With Dynamic Re-Parameterization CVPR 2022 EcoFormer: Energy-Saving Attention with Linear Complexity NeurIPS 2022 Efficient Dataset Distillation using Random Feature Approximation NeurIPS 2022