Docs/add v1 technical report links - #545
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Pull request overview
Updates project documentation to link the Agent Lightning v1.0 technical report and provide a v1.0-specific citation entry.
Changes:
- Adds a top-level README link to the v1.0 technical report and a new “Articles” entry for it.
- Updates the README citation section to include a BibTeX entry for the v1.0 technical report, while keeping the original paper citation.
- Links the v1.0 technical report from the trainer configuration docs (rollout-level advantage/loss normalization section).
Reviewed changes
Copilot reviewed 2 out of 2 changed files in this pull request and generated 2 comments.
| File | Description |
|---|---|
| README.md | Adds technical report link, article entry, and v1.0 technical report citation. |
| docs/4-trainer-configuration.md | Adds a direct technical report reference for rollout-level normalization details. |
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| <p align="center"> | ||
| <a href="https://microsoft.github.io/agent-lightning/stable/">Documentation</a> · Technical Report (Coming Soon) · <a href="LICENSE">MIT License</a> | ||
| <a href="https://microsoft.github.io/agent-lightning/stable/">Documentation</a> · <a href="https://arxiv.org/pdf/2608.17528">Technical Report</a> · <a href="LICENSE">MIT License</a> |
| `actor_rollout_ref.actor.policy_loss.loss_mode: per_rollout_mean` normalizes the policy loss at the rollout level. It prevents a rollout from receiving more optimization weight only because it produced more training rows. | ||
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| For the motivation and detailed formulation of rollout-level advantage and loss normalization, see the Agent Lightning v1.0 technical report. | ||
| For the motivation and detailed formulation of rollout-level advantage and loss normalization, see the [Agent Lightning v1.0 technical report](https://arxiv.org/pdf/2608.17528). |
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