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Papers
Visual Query Tuning: Towards Effective Usage of Intermediate Representations for Parameter and Memory Efficient Transfer Learning
CVPR 2023
XtremeCLIP: Extremely Parameter-efficient Tuning for Low-resource Vision Language Understanding
ACL 2023
Your representations are in the network: composable and parallel adaptation for large scale models
NeurIPS 2023
A Bregman Learning Framework for Sparse Neural Networks
JMLR 2022
AdapterBias: Parameter-efficient Token-dependent Representation Shift for Adapters in NLP Tasks
NAACL 2022
Attention Fusion: a light yet efficient late fusion mechanism for task adaptation in NLU
NAACL 2022
Attribute Injection for Pretrained Language Models: A New Benchmark and an Efficient Method
COLING 2022
BioReader: a Retrieval-Enhanced Text-to-Text Transformer for Biomedical Literature
EMNLP 2022
COST-EFF: Collaborative Optimization of Spatial and Temporal Efficiency with Slenderized Multi-exit Language Models
EMNLP 2022
Domain Prompts: Towards memory and compute efficient domain adaptation of ASR systems
Interspeech 2022
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization
ACL 2022
Efficient Constituency Tree based Encoding for Natural Language to Bash Translation
NAACL 2022
Efficient Hierarchical Domain Adaptation for Pretrained Language Models
NAACL 2022
Fast Vocabulary Transfer for Language Model Compression
EMNLP 2022
Go Wider Instead of Deeper
AAAI 2022
Hierarchical Inductive Transfer for Continual Dialogue Learning
ACL 2022
IDPG: An Instance-Dependent Prompt Generation Method
NAACL 2022
Kronecker Decomposition for GPT Compression
ACL 2022
Lifting the Curse of Multilinguality by Pre-training Modular Transformers
NAACL 2022
LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting
COLING 2022
Low-Resource Adaptation of Open-Domain Generative Chatbots
ACL 2022
m4 Adapter: Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter
EMNLP 2022
On Curriculum Learning for Commonsense Reasoning
NAACL 2022
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer
NAACL 2022
PPT: Pre-trained Prompt Tuning for Few-shot Learning
ACL 2022