Techniques

S-Prompts Learning with Pre-trained Transformers: An Occam’s Razor for Domain Incremental Learning NeurIPS 2022 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation ICLR 2022 SRCB at SemEval-2022 Task 5: Pretraining Based Image to Text Late Sequential Fusion System for Multimodal Misogynous Meme Identification SemEval 2022 SSEGCN: Syntactic and Semantic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis NAACL 2022 Staged Training for Transformer Language Models ICML 2022 Stand-Alone Inter-Frame Attention in Video Models CVPR 2022 STAR: SQL Guided Pre-Training for Context-dependent Text-to-SQL Parsing EMNLP 2022 Steerable Partial Differential Operators for Equivariant Neural Networks ICLR 2022 Stimulative Training of Residual Networks: A Social Psychology Perspective of Loafing NeurIPS 2022 Stochastic Adaptive Activation Function NeurIPS 2022 Stochastic Backpropagation: A Memory Efficient Strategy for Training Video Models CVPR 2022 Stochastic Training is Not Necessary for Generalization ICLR 2022 Striking a Balance: Alleviating Inconsistency in Pre-trained Models for Symmetric Classification Tasks ACL 2022 Sub-8-Bit Quantization Aware Training for 8-Bit Neural Network Accelerator with On-Device Speech Recognition Interspeech 2022 SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization ACL 2022 SUMNAS: Supernet with Unbiased Meta-Features for Neural Architecture Search ICLR 2022 Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks EMNLP 2022 Supervising Model Attention with Human Explanations for Robust Natural Language Inference AAAI 2022 Survey on Efficient Training of Large Neural Networks IJCAI 2022 Survey on Graph Neural Network Acceleration: An Algorithmic Perspective IJCAI 2022 Swift: Adaptive Video Streaming with Layered Neural Codecs NSDI 2022 Swin Transformer V2: Scaling Up Capacity and Resolution CVPR 2022 Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity JMLR 2022 SynthMap: a generative model for synthesis of 3D datasets for quantitative MRI parameter mapping of myelin water fraction MIDL 2022 Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks IJCAI 2022