LUMIA: Language Understanding and Machine Intelligence Algorithms
LUMIA is a research group lead by Zhouhan Lin in Shanghai Jiao Tong University.
China
Pinned Repositories
APL
The official implementation of the paper "Asymmetric Polynomial Loss for Multi-Label Classification"(ICASSP 2023)
distance_transformer
The official implementation of the paper "Syntax-guided Localized Self-attention by Constituency Syntactic Distance"(Findings of EMNLP 2022)
FourierTransformer
The official Pytorch implementation of the paper "Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator" (ACL 2023 Findings)
I2SRM
Official implementation for "I2SRM: Intra- and Inter-Sample Relationship Modeling for Multimodal Information Extraction" (ACM Multimedai Asia 2023)
LACE
The official implementation of the paper "Document-Level Relation Extraction with Relation Correlation Enhancement" (ICONIP 2023)
Leveraging-Self-Supervised-Learning-for-AVSR
Official PyTorch implementation of paper Leveraging Unimodal Self Supervised Learning for Multimodal Audio-Visual Speech Recognition (ACL 2022)
LoT-insts
The official implementation of the paper "Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset"(ICASSP 2023)
OrderedGNN
The official implementation of the paper "Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing" (ICLR 2023).
rasat
The official implementation of the paper "RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL"(EMNLP 2022)
SubTree-Attention
Official implementation for "Tailoring Self-Attention for Graph via Rooted Subtrees" (NeurIPS2023)
LUMIA: Language Understanding and Machine Intelligence Algorithms's Repositories
LUMIA-Group/rasat
The official implementation of the paper "RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL"(EMNLP 2022)
LUMIA-Group/Leveraging-Self-Supervised-Learning-for-AVSR
Official PyTorch implementation of paper Leveraging Unimodal Self Supervised Learning for Multimodal Audio-Visual Speech Recognition (ACL 2022)
LUMIA-Group/OrderedGNN
The official implementation of the paper "Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing" (ICLR 2023).
LUMIA-Group/FourierTransformer
The official Pytorch implementation of the paper "Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator" (ACL 2023 Findings)
LUMIA-Group/APL
The official implementation of the paper "Asymmetric Polynomial Loss for Multi-Label Classification"(ICASSP 2023)
LUMIA-Group/LoT-insts
The official implementation of the paper "Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset"(ICASSP 2023)
LUMIA-Group/distance_transformer
The official implementation of the paper "Syntax-guided Localized Self-attention by Constituency Syntactic Distance"(Findings of EMNLP 2022)
LUMIA-Group/LACE
The official implementation of the paper "Document-Level Relation Extraction with Relation Correlation Enhancement" (ICONIP 2023)
LUMIA-Group/GraphParsingNetworks
The official implementation of the paper "Graph Parsing Networks" (ICLR 2024).
LUMIA-Group/I2SRM
Official implementation for "I2SRM: Intra- and Inter-Sample Relationship Modeling for Multimodal Information Extraction" (ACM Multimedai Asia 2023)
LUMIA-Group/SubTree-Attention
Official implementation for "Tailoring Self-Attention for Graph via Rooted Subtrees" (NeurIPS2023)
LUMIA-Group/LUMIA-Group.github.io