Model Compression

Accelerating Sparse Convolution with Column Vector-Wise Sparsity NeurIPS 2022 Adaptable Adapters NAACL 2022 Advancing Model Pruning via Bi-level Optimization NeurIPS 2022 Adversarial Data Augmentation for Task-Specific Knowledge Distillation of Pre-trained Transformers AAAI 2022 Algorithmic Diversity and Tiny Models: Comparing Binary Networks and the Fruit Fly Algorithm on Document Representation Tasks EMNLP 2022 Aligned Weight Regularizers for Pruning Pretrained Neural Networks ACL 2022 Analyzing and Mitigating Interference in Neural Architecture Search ICML 2022 AnnIE: An Annotation Platform for Constructing Complete Open Information Extraction Benchmark ACL 2022 ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems AAAI 2022 A Study of the Attention Abnormality in Trojaned BERTs NAACL 2022 Attribute Injection for Pretrained Language Models: A New Benchmark and an Efficient Method COLING 2022 A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models NeurIPS 2022 Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling EMNLP 2022 Be Like Water: Adaptive Floating Point for Machine Learning ICML 2022 BiT: Robustly Binarized Multi-distilled Transformer NeurIPS 2022 Block-Skim: Efficient Question Answering for Transformer AAAI 2022 BMCook: A Task-agnostic Compression Toolkit for Big Models EMNLP 2022 BMInf: An Efficient Toolkit for Big Model Inference and Tuning ACL 2022 Bunched LPCNet2: Efficient Neural Vocoders Covering Devices from Cloud to Edge Interspeech 2022 Combining Compressions for Multiplicative Size Scaling on Natural Language Tasks COLING 2022 Communication-efficient Distributed Learning for Large Batch Optimization ICML 2022 Compressing Models With Few Samples: Mimicking Then Replacing CVPR 2022 Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation ACL 2022 Compression of Generative Pre-trained Language Models via Quantization ACL 2022 Contextual Similarity Distillation for Asymmetric Image Retrieval CVPR 2022