Popular GitHub Repositories for Length Generalization

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

MuseV: Infinite-length and High Fidelity Virtual Human Video Generation with Visual Conditioned Parallel Denoising

? Must-read papers and blogs on LLM based Long Context Modeling ?

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

关于domain generalization，domain adaptation，causality，robutness，prompt，optimization，generative model各式各样研究的阅读笔记

High-fidelity performance metrics for generative models in PyTorch

Corruption and Perturbation Robustness (ICLR 2019)

Graph Transformer Architecture. Source code for "A Generalization of Transformer Networks to Graphs", DLG-AAAI'21.

Out-of-distribution detection, robustness, and generalization resources. The repository contains a curated list of papers, tutorials, books, videos, articles and open-source libraries etc

Transformer based on a variant of attention that is linear complexity in respect to sequence length

Implementation of Phenaki Video, which uses Mask GIT to produce text guided videos of up to 2 minutes in length, in Pytorch

Reading list of Instruction-tuning. A trend starts from Natrural-Instruction (ACL 2022), FLAN (ICLR 2022) and T0 (ICLR 2022).

Implementation of plug in and play Attention from "LongNet: Scaling Transformers to 1,000,000,000 Tokens"

Official implementation for "RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers" (ICML 2025)

Extend existing LLMs way beyond the original training length with constant memory usage, without retraining

A framework to evaluate the generalization capability of safety alignment for LLMs

Crosslingual Generalization through Multitask Finetuning

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

A Unified Framework for scalable Vehicle Trajectory Prediction, ECCV 2024