Optimization & Theory

Modify Self-Attention via Skeleton Decomposition for Effective Point Cloud Transformer AAAI 2022 Modular and Parameter-Efficient Fine-Tuning for NLP Models EMNLP 2022 Module-Aware Optimization for Auxiliary Learning NeurIPS 2022 MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided Adaptation NAACL 2022 MoEfication: Transformer Feed-forward Layers are Mixtures of Experts ACL 2022 MONICA2: Mobile Neural Voice Command Assistants towards Smaller and Smarter AAAI 2022 Monotonic Differentiable Sorting Networks ICLR 2022 MORA: Improving Ensemble Robustness Evaluation with Model Reweighing Attack NeurIPS 2022 More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize ICML 2022 Most Activation Functions Can Win the Lottery Without Excessive Depth NeurIPS 2022 Motion-From-Blur: 3D Shape and Motion Estimation of Motion-Blurred Objects in Videos CVPR 2022 Mr.BiQ: Post-Training Non-Uniform Quantization Based on Minimizing the Reconstruction Error CVPR 2022 MSG-Transformer: Exchanging Local Spatial Information by Manipulating Messenger Tokens CVPR 2022 MSR-NV: Neural Vocoder Using Multiple Sampling Rates Interspeech 2022 MT-GenEval: A Counterfactual and Contextual Dataset for Evaluating Gender Accuracy in Machine Translation EMNLP 2022 Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization NeurIPS 2022 Multi-Granularity Structural Knowledge Distillation for Language Model Compression ACL 2022 Multi Label Loss Correction against Missing and Corrupted Labels ACML 2022 Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks IJCAI 2022 Multi-Path Transformer is Better: A Case Study on Neural Machine Translation EMNLP 2022 NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks NeurIPS 2022 NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies NeurIPS 2022 NAS-VAD: Neural Architecture Search for Voice Activity Detection Interspeech 2022 Near-Negative Distinction: Giving a Second Life to Human Evaluation Datasets EMNLP 2022 Nesterov Accelerated Shuffling Gradient Method for Convex Optimization ICML 2022