Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. Copyright 2026 Anonymous Authors (NeurIPS 2026 E&D Track Submission). This release covers the benchmark protocol code, evaluation scripts, pre-extracted feature tensors, and rendered Kubric scenarios contributed by this submission. Upstream components retain their original licenses: - Kubric (https://github.com/google-research/kubric) Apache License 2.0 - Phys101 (Wu et al., BMVC 2016) CC-BY 4.0 (we do not redistribute the Phys101 dataset itself; only feature tensors extracted from it under the CC-BY redistribution terms) - V-JEPA 2 (facebook/vjepa2-vitl-fpc64-256) CC-BY-NC 4.0 (Meta non-commercial research license; we redistribute only feature tensors derived from it for non-commercial research) - Other backbone checkpoints used for feature extraction retain their respective licenses; this release ships derived feature tensors, not the model weights themselves.