On the Power of Statistics in Class-Incremental Learning with Pretrained Models

The code repository for "On the Power of Statistics in Class-Incremental Learning with Pretrained Models" (ICML 2026) in PyTorch.

Requirements

Building environment

conda env create -f baseCIL.yaml

Datasets

The datasets can be downloaded from the sources provided in PILOT.

You need to modify the path of the datasets in ./utils/data.py according to your own path.

How to Run

python main.py --config exps/[config_name].json

Acknowledgement

This repo is based on PILOT.