CMU’s IWSLT 2022 Dialect Speech Translation System May 1, 2022 Decoder Knowledge Distillation
— Unverified 0Model Distillation for Faithful Explanations of Medical Code Predictions May 1, 2022 Decision Making Knowledge Distillation
— Unverified 0An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition May 1, 2022 Cross-Lingual NER Knowledge Distillation
— Unverified 0Multi-Granularity Structural Knowledge Distillation for Language Model Compression May 1, 2022 Knowledge Distillation Language Modeling
Code Code Available 0The Xiaomi Text-to-Text Simultaneous Speech Translation System for IWSLT 2022 May 1, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified 0Domain Knowledge Transferring for Pre-trained Language Model via Calibrated Activation Boundary Distillation May 1, 2022 Knowledge Distillation Language Modeling
Code Code Available 0Domain-specific knowledge distillation yields smaller and better models for conversational commerce May 1, 2022 Knowledge Distillation Language Modeling
— Unverified 0Pretrained Speech Encoders and Efficient Fine-tuning Methods for Speech Translation: UPC at IWSLT 2022 May 1, 2022 Decoder Knowledge Distillation
Code Code Available 0Low Resource Causal Event Detection from Biomedical Literature May 1, 2022 Event Detection Knowledge Distillation
— Unverified 0Nearest Neighbor Knowledge Distillation for Neural Machine Translation May 1, 2022 Knowledge Distillation Machine Translation
Code Code Available 1EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing Apr 30, 2022 Few-Shot Learning Knowledge Distillation
— Unverified 0Multiple Degradation and Reconstruction Network for Single Image Denoising via Knowledge Distillation Apr 29, 2022 Denoising Image Denoising
— Unverified 0Curriculum Learning for Dense Retrieval Distillation Apr 28, 2022 Knowledge Distillation Passage Retrieval
Code Code Available 1DearKD: Data-Efficient Early Knowledge Distillation for Vision Transformers Apr 27, 2022 Knowledge Distillation
— Unverified 0Human-Centered Prior-Guided and Task-Dependent Multi-Task Representation Learning for Action Recognition Pre-Training Apr 27, 2022 Action Recognition Contrastive Learning
— Unverified 0Conformer and Blind Noisy Students for Improved Image Quality Assessment Apr 27, 2022 Image Quality Assessment Image Restoration
Code Code Available 1Transfer Learning with Pre-trained Conditional Generative Models Apr 27, 2022 Knowledge Distillation Transfer Learning
— Unverified 0One-shot Federated Learning without Server-side Training Apr 26, 2022 Federated Learning image-classification
Code Code Available 0Improving Feature Generalizability with Multitask Learning in Class Incremental Learning Apr 26, 2022 class-incremental learning Class Incremental Learning
— Unverified 0Revisiting Graph based Social Recommendation: A Distillation Enhanced Social Graph Network Apr 25, 2022 Knowledge Distillation Recommendation Systems
— Unverified 0Boosting Pruned Networks with Linear Over-parameterization Apr 25, 2022 Knowledge Distillation
— Unverified 0Proto2Proto: Can you recognize the car, the way I do? Apr 25, 2022 Knowledge Distillation
Code Code Available 1Selective Cross-Task Distillation Apr 25, 2022 Knowledge Distillation
— Unverified 0Joint Feature Distribution Alignment Learning for NIR-VIS and VIS-VIS Face Recognition Apr 25, 2022 Face Recognition Heterogeneous Face Recognition
— Unverified 0On-Device Next-Item Recommendation with Self-Supervised Knowledge Distillation Apr 23, 2022 Knowledge Distillation Recommendation Systems
Code Code Available 1Learning to Purification for Unsupervised Person Re-identification Apr 21, 2022 Knowledge Distillation Person Re-Identification
— Unverified 0Eliminating Backdoor Triggers for Deep Neural Networks Using Attention Relation Graph Distillation Apr 21, 2022 backdoor defense Knowledge Distillation
Code Code Available 1Unseen Object Instance Segmentation with Fully Test-time RGB-D Embeddings Adaptation Apr 21, 2022 Instance Segmentation Knowledge Distillation
— Unverified 0HRPose: Real-Time High-Resolution 6D Pose Estimation Network Using Knowledge Distillation Apr 20, 2022 6D Pose Estimation 6D Pose Estimation using RGB
— Unverified 0DialoKG: Knowledge-Structure Aware Task-Oriented Dialogue Generation Apr 19, 2022 Dialogue Generation Knowledge Distillation
Code Code Available 1Modeling Missing Annotations for Incremental Learning in Object Detection Apr 19, 2022 Incremental Learning Instance Segmentation
Code Code Available 1Multi-Modal Few-Shot Object Detection with Meta-Learning-Based Cross-Modal Prompting Apr 16, 2022 Few-Shot Learning Few-Shot Object Detection
— Unverified 0MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided Adaptation Apr 15, 2022 Knowledge Distillation Mixture-of-Experts
Code Code Available 1CILDA: Contrastive Data Augmentation using Intermediate Layer Knowledge Distillation Apr 15, 2022 Contrastive Learning Data Augmentation
— Unverified 0Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation Apr 15, 2022 Activity Recognition Domain Adaptation
Code Code Available 0Cross-Image Relational Knowledge Distillation for Semantic Segmentation Apr 14, 2022 Knowledge Distillation Segmentation
Code Code Available 2Spatial Likelihood Voting with Self-Knowledge Distillation for Weakly Supervised Object Detection Apr 14, 2022 Knowledge Distillation Multiple Instance Learning
— Unverified 0Impossible Triangle: What's Next for Pre-trained Language Models? Apr 13, 2022 Data Augmentation Few-Shot Learning
— Unverified 0Localization Distillation for Object Detection Apr 12, 2022 Knowledge Distillation Object
Code Code Available 2DistPro: Searching A Fast Knowledge Distillation Process via Meta Optimization Apr 12, 2022 Knowledge Distillation Meta-Learning
— Unverified 0CoupleFace: Relation Matters for Face Recognition Distillation Apr 12, 2022 Face Recognition Knowledge Distillation
— Unverified 0LRH-Net: A Multi-Level Knowledge Distillation Approach for Low-Resource Heart Network Apr 11, 2022 Knowledge Distillation
Code Code Available 1Solving ImageNet: a Unified Scheme for Training any Backbone to Top Results Apr 7, 2022 Image Classification Knowledge Distillation
Code Code Available 2Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response Distillation Apr 5, 2022 Class-Incremental Object Detection Incremental Learning
Code Code Available 1Towards On-Board Panoptic Segmentation of Multispectral Satellite Images Apr 5, 2022 Knowledge Distillation Panoptic Segmentation
— Unverified 0Using Explainable Boosting Machine to Compare Idiographic and Nomothetic Approaches for Ecological Momentary Assessment Data Apr 4, 2022 Interpretable Machine Learning Knowledge Distillation
— Unverified 0Co-Teaching for Unsupervised Domain Adaptation and Expansion Apr 4, 2022 Domain Adaptation image-classification
Code Code Available 0CDKT-FL: Cross-Device Knowledge Transfer using Proxy Dataset in Federated Learning Apr 4, 2022 Federated Learning Knowledge Distillation
— Unverified 0DST: Dynamic Substitute Training for Data-free Black-box Attack Apr 3, 2022 Knowledge Distillation
— Unverified 0CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment Analysis Apr 2, 2022 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available 0