Link the arXiv paper and the LanceDB quickstart

README.md

@@ -16,7 +16,7 @@ tags:
 
 # Preflight Bench
 
-Screenshots and labels for testing the check a computer-use agent runs right before it clicks. Data for the paper *What Does "Now" Mean to Your Computer-Use Agent? Stale Screenshots, Page Loads, and Which Check to Run Before a Click* (Srinivasan, 2026). Code, generator and preregistrations: [github.com/multimodal-ai-engineering/preflight-bench](https://github.com/multimodal-ai-engineering/preflight-bench).
+Screenshots and labels for testing the check a computer-use agent runs right before it clicks. Data for the paper *What Does "Now" Mean to Your Computer-Use Agent? Stale Screenshots, Page Loads, and Which Check to Run Before a Click* ([Srinivasan, 2026](https://arxiv.org/abs/2610.39282)). Code, generator and preregistrations: [github.com/multimodal-ai-engineering/preflight-bench](https://github.com/multimodal-ai-engineering/preflight-bench).
 
 An agent plans on a screenshot and clicks a few seconds later. Each example here pairs the screenshots the agent planned on with the screenshots at the moment of the click, and records from the page itself whether the planned click would still land on its target. The pages are six synthetic web pages that move by design (a form, a market dashboard, a news feed, a shared document, a map and a drawing board); all content on them is invented.
 
@@ -58,6 +58,8 @@ Image.open(io.BytesIO(stale.planned_a[0])).show()
 
 To work offline, download the repository and connect to the local `data` folder instead.
 
+To run the paper's pixel check on these pairs straight from the Hub, use `lance_quickstart.py` in the [GitHub repository](https://github.com/multimodal-ai-engineering/preflight-bench).
+
 ## What is not included
 
 Screenshots of the 31 public web pages used in the paper's real-page measurements are not released, because they contain third-party content. The real-page results are in the GitHub repository as statistics.
@@ -66,10 +68,13 @@ Screenshots of the 31 public web pages used in the paper's real-page measurement
 
 ```bibtex
 @article{srinivasan2026preflight,
-  author = {Srinivasan, Vasundra},
-  title  = {What Does ``Now'' Mean to Your Computer-Use Agent? Stale Screenshots, Page Loads, and Which Check to Run Before a Click},
-  year   = {2026},
-  url    = {https://github.com/multimodal-ai-engineering/preflight-bench}
+  author        = {Srinivasan, Vasundra},
+  title         = {What Does ``Now'' Mean to Your Computer-Use Agent? Stale Screenshots, Page Loads, and Which Check to Run Before a Click},
+  journal       = {arXiv preprint arXiv:2610.39282},
+  year          = {2026},
+  eprint        = {2610.39282},
+  archivePrefix = {arXiv},
+  url           = {https://arxiv.org/abs/2610.39282}
 }
 ```