This repository collects awesome survey, resource, and paper for lifelong learning LLM agents

This is an official implementation code for paper "A Survey on Time-Series Pre-Trained Models" (TKDE-24).

This is an official pytorch implementation for paper "Diffusion Language-Shapelets for Semi-supervised Time-Series Classification" (AAAI-24).

This is an official pytorch implementation for paper "Temporal-Frequency Co-training for Time Series Semi-supervised Learning" (AAAI-23).

The official pytorch implementation of our proposed model MISSL (ICDE-24).

This is an official pytorch implementation for paper "Scale-teaching: Robust Multi-scale Training for Time Series Classification with Noisy Labels" (NeurIPS-23).

The paper "A Span-based Dynamic Local Attention Model for Sequential Sentence Classification" accepted by ACL-2021.

This is an official pytorch implementation for paper "CTW: Confident Time-Warping for Time-Series Label-Noise Learning" (IJCAI-23).

Hierarchy-aware Label Semantics Matching Network for Hierarchical Text Classification

Tensorflow imeplementaion of AJ-RNN (Adversarial Joint-Learning Recurrent Neural Network ).

The code for paper "Deformable Self-Attention for Text Classification"

The paper "Adversarial Dynamic Shapelet Network"

The paper "CATE: A Contrastive Pre-trained Model for Metaphor Detection with Semi-supervised Learning" accepted by EMNLP2021.

The paper "Multi-view Denoising Graph Auto-Encoders on Heterogeneous Information Networks for Cold-start Recommendation" accepted by 2021 SIGKDD.