Correct primary MaleCNS reference

checkpoints/historical-video/after/ATTRIBUTION.md

@@ -1,14 +1,14 @@
 # Attribution and license
 
-The checkpoint weights in this checkpoint directory derive from the released MaleCNS `male-cns:v1.0` connectome. The official MaleCNS download page distributes that dataset under **Creative Commons Attribution 4.0 International (CC BY 4.0)**.
+The checkpoint weights in this repository derive from the released MaleCNS `male-cns:v1.0` connectome. The official MaleCNS download page distributes that dataset under **Creative Commons Attribution 4.0 International (CC BY 4.0)**.
 
 - MaleCNS project: https://male-cns.janelia.org/
 - Official download: https://male-cns.janelia.org/download/
 - License: https://creativecommons.org/licenses/by/4.0/
-- Primary MaleCNS reference: Bates et al. (2026), *Distributed control circuits across a brain-and-cord connectome*, Nature.
+- Primary MaleCNS reference: Berg et al. (2026), *Sexual dimorphism in the complete Drosophila male central nervous system connectome*, Cell 189(18), 5504–5526.e15. DOI: https://doi.org/10.1016/j.cell.2026.08.015
 
-`virtual-fly` transforms the upstream connectome into a simulation checkpoint and, for trained/historical states, may contain subsequent locally computed synaptic-weight changes. This checkpoint artifact is therefore distributed as CC BY 4.0 and identifies it as a derived numerical state.
+`virtual-fly` transforms the upstream connectome into a simulation checkpoint and, for trained/historical states, may contain subsequent locally computed synaptic-weight changes. This repository therefore marks the checkpoint artifact as CC BY 4.0 and identifies it as a derived numerical state.
 
-Original `virtual-fly` source code and documentation are MIT licensed. No raw MaleCNS download, FlyBody asset, FlyGym source, or MuJoCo source is redistributed in this Hugging Face repository. Those upstream resources remain under their own licenses and should be obtained from their official projects.
+Original `virtual-fly` source code and documentation are MIT licensed. No raw MaleCNS download, FlyBody asset, FlyGym source, or MuJoCo source is redistributed in this checkpoint repository. Those upstream resources remain under their own licenses and should be obtained from their official projects.
 
-Detailed third-party notices: https://github.com/shute2004/virtual-fly/blob/main/THIRD_PARTY_NOTICES.md
+Detailed third-party notices: https://github.com/shute2004/virtual-fly/blob/v0.1.0/THIRD_PARTY_NOTICES.md