This repository collects awesome survey, resource, and paper for Lifelong Learning for Large Language Models. (Updated Regularly)
☆72May 30, 2025Updated last year
Alternatives and similar repositories for awesome-lifelong-learning-methods-for-llm
Users that are interested in awesome-lifelong-learning-methods-for-llm are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ACM Computing Surveys 2025] This repository collects awesome survey, resource, and paper for Lifelong Learning with Large Language Model…☆165May 30, 2025Updated last year
- Code for "Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal" (ACL 2024)☆17Oct 21, 2024Updated last year
- Code for ACL 2024 accepted paper titled "SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language …☆40Jan 13, 2025Updated last year
- [CSUR 2025] Continual Learning of Large Language Models: A Comprehensive Survey☆551Dec 23, 2025Updated 6 months ago
- Analyzing and Reducing Catastrophic Forgetting in Parameter Efficient Tuning☆37Nov 17, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆27Jul 29, 2025Updated 11 months ago
- [EMNLP2022] Released code for paper "Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition"☆22Feb 9, 2023Updated 3 years ago
- [ACL2023] Preserving Commonsense Knowledge from Pre-trained Language Models via Causal Inference☆24Dec 25, 2023Updated 2 years ago
- SCUT神经网络与深度学习的实验和大作业文档☆18Nov 26, 2022Updated 3 years ago
- ☆53Mar 20, 2026Updated 3 months ago
- [ACL 2024] Learning to Edit: Aligning LLMs with Knowledge Editing☆37Aug 19, 2024Updated last year
- ☆20Feb 20, 2025Updated last year
- A paper list of our recent survey on continual learning, and other useful resources in this field.☆108Feb 21, 2024Updated 2 years ago
- Code repo for "LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners"☆92May 30, 2025Updated last year
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- The official pytorch implementation of our proposed model MISSL (ICDE-24).☆13Dec 8, 2023Updated 2 years ago
- Combined InstantID🔥 and FouriScale to generate high resolution image!☆11Apr 3, 2024Updated 2 years ago
- ☆33Dec 29, 2024Updated last year
- Repository for the paper: "TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining" ACL Oral 2025☆25Apr 19, 2026Updated 2 months ago
- The paper "Triple-shapelet Networks for Time Series Classification"☆14Feb 8, 2020Updated 6 years ago
- 【COLING 2025🔥】Code for the paper "Is Parameter Collision Hindering Continual Learning in LLMs?".☆38Dec 5, 2024Updated last year
- Performs a faster tensor train (TT) decomposition for large sparse data☆14Sep 7, 2020Updated 5 years ago
- The paper "Adversarial Dynamic Shapelet Network"☆14Jun 12, 2022Updated 4 years ago
- This is an official pytorch implementation for paper "Learning Soft Sparse Shapes for Efficient Time-Series Classification" (ICML-25, Spo…☆22Jun 9, 2025Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Source code for a LoRA-based continual relation extraction method.☆14Sep 25, 2023Updated 2 years ago
- Awsome of VLM-CL. Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting☆205Jun 16, 2026Updated 2 weeks ago
- [EMNLP 24] Source code for paper 'AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tu…☆13Dec 15, 2024Updated last year
- ☆19Jun 11, 2026Updated 2 weeks ago
- This is an official pytorch implementation for paper "Scale-teaching: Robust Multi-scale Training for Time Series Classification with Noi…☆16Nov 3, 2023Updated 2 years ago
- This is an official pytorch implementation for paper "Temporal-Frequency Co-training for Time Series Semi-supervised Learning" (AAAI-23)…☆15May 17, 2024Updated 2 years ago
- TPAMI 2026 | This repository collects awesome survey, resource, and paper for lifelong learning LLM agents☆313Feb 5, 2026Updated 4 months ago
- SJTU | CS 2612, Programming Languages and Compilers, Fall 2023☆13Jan 9, 2024Updated 2 years ago
- ☆10Nov 27, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- The paper list of multilingual pre-trained models (Continual Updated).☆25Jun 18, 2024Updated 2 years ago
- ☆21Oct 2, 2024Updated last year
- Pytorch implementation of paper: Small Pre-trained Language Models Can be Fine-tuned as Large Models via Over-Parameterization.☆12May 18, 2023Updated 3 years ago
- Official implementation for "Pruning Large Language Models with Semi-Structural Adaptive Sparse Training" (AAAI 2025)☆19Jul 1, 2025Updated last year
- A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.☆365Jan 27, 2026Updated 5 months ago
- Implementation of "ACL'24: When Do LLMs Need Retrieval Augmentation? Mitigating LLMs’ Overconfidence Helps Retrieval Augmentation"☆25Jul 19, 2024Updated last year
- GhostSuite (Official Codebase for "Data Shapley in One Training Run", ICLR'25)☆35Updated this week