EquiDexFlow: Contact-Grounded SE(3)-Equivariant Dexterous Grasp Generative Flows
Paper • 2606.12728 • Published
SE(3)-equivariant flow-matching model for dexterous grasp generation. The checkpoint and config file in this repo are for the GeomOnly ablation variant of EquiDexFlow.
Load the checkpoint with hf_hub_download and torch.load (see snippet below).
from huggingface_hub import hf_hub_download
import torch
from equidexflow.models import get_dex_model
model = get_dex_model(hand="allegro")
path = hf_hub_download("cenwerem/equidexflow-allegro-geom-only", "checkpoint_best.pt")
ckpt = torch.load(path, map_location="cpu", weights_only=False)
model.load_state_dict(ckpt["model"])
# ckpt also carries: "epoch", "optimizer", "best_val_loss"
If you find this model useful in your work, please cite us using the following BiBTeX entry:
@article{enwerem_equidexflow_2026,
author = {Enwerem, Clinton and Baras, John S. and Belta, Calin},
title = {{EquiDexFlow}: Contact-Grounded {SE}(3)-Equivariant Dexterous Grasp Generative Flows},
year = {2026},
doi = {10.48550/arXiv.2606.12728},
number = {{arXiv}:2606.12728},
publisher = {{arXiv}},
date = {2026-06-10},
eprinttype = {arxiv},
eprint = {2606.12728 [cs.RO]},
shorttitle = {{EquiDexFlow}},
url = {http://arxiv.org/abs/2606.12728}
}