Efficient Computing

AFDetV2: Rethinking the Necessity of the Second Stage for Object Detection from Point Clouds AAAI 2022 A Hardware Perspective to Evaluating Probabilistic Circuits PGM 2022 AI-Driven Road Condition Monitoring across Multiple Nations AAAI 2022 AI Snap! Blocks for Speech Input and Output, Computer Vision, Word Embeddings, and Neural Net Creation, Training, and Use AAAI 2022 Algorithms that Approximate Data Removal: New Results and Limitations NeurIPS 2022 AMP: Automatically Finding Model Parallel Strategies with Heterogeneity Awareness NeurIPS 2022 An empirical analysis of compute-optimal large language model training NeurIPS 2022 An Empirical Study on the Transferability of Transformer Modules in Parameter-efficient Fine-tuning EMNLP 2022 An In-depth Study of Stochastic Backpropagation NeurIPS 2022 Anisotropic Additive Quantization for Fast Inner Product Search AAAI 2022 APG: Adaptive Parameter Generation Network for Click-Through Rate Prediction NeurIPS 2022 ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems AAAI 2022 A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation ACL 2022 A Theoretical View on Sparsely Activated Networks NeurIPS 2022 Attention Mechanism with Energy-Friendly Operations ACL 2022 Attentive Fine-Grained Structured Sparsity for Image Restoration CVPR 2022 Automatic Document Selection for Efficient Encoder Pretraining EMNLP 2022 A Variant of Concurrent Constraint Programming on GPU AAAI 2022 BBTv2: Towards a Gradient-Free Future with Large Language Models EMNLP 2022 Benchmarking and Analyzing 3D Human Pose and Shape Estimation Beyond Algorithms NeurIPS 2022 BigDL 2.0: Seamless Scaling of AI Pipelines From Laptops to Distributed Cluster CVPR 2022 Bi-volution: A Static and Dynamic Coupled Filter AAAI 2022 Block-Skim: Efficient Question Answering for Transformer AAAI 2022 BMInf: An Efficient Toolkit for Big Model Inference and Tuning ACL 2022 Characterizing the Efficiency vs. Accuracy Trade-off for Long-Context NLP Models ACL 2022