Calvin is an application environment that lets things talk to things, among other things.
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Updated
Aug 13, 2020 - Python
Calvin is an application environment that lets things talk to things, among other things.
Anchor-Align (arXiv:2607.13429): VLA finetuning that prevents behavior cloning from erasing pretrained VLM representations (catastrophic forgetting) and aligns language with actions. OOD generalization on a physical xArm7, LIBERO-PRO, LIBERO-Plus and CALVIN.
SAC-N-GMM: Robot Skill Refining and Sequencing for Long-Horizon Manipulation Tasks
Code for the Paper: Data Augmentation for Instruction Following Policies via Trajectory Segmentation (https://arxiv.org/abs/2503.01871)
An IoT data processing frameWork based on Calvin with a controller for dynamically updating data flows
Cleaned VideoWorld2 robot-IDM CALVIN gate experiments with code, configs, reports, and lightweight results.
Evaluation for MCIL policy on CALVIN (see https://github.com/NikeHop/PlaySegmentation-AAAI2025 & https://arxiv.org/abs/2503.01871)
Reproducibility study and benchmark of GMM, SAC-GMM and continuous GMM+PPO for robot skill adaptation on the CALVIN benchmark. PhD research, UNICAMP
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