docs: paper accepted to ICML 2026

README.md

@@ -20,7 +20,7 @@ pretty_name: R3-Bench
 # R3-Bench: Reason-Reflect-Rectify Benchmark
 
 **Code**: [github.com/xiaomoguhz/R3-Bench](https://github.com/xiaomoguhz/R3-Bench)
-**Paper**: *Benchmarking and Evolving Reason-Reflect-Rectify for Reflective Visual Generation* (ICML 2026, under review).
+**Paper**: *Benchmarking and Evolving Reason-Reflect-Rectify for Reflective Visual Generation* — accepted to ICML 2026.
 
 R³-Bench evaluates **reflective visual generation**: given a generated image and the original prompt, a model must (i) reason about whether the image matches the prompt, (ii) explain any discrepancy, and (iii) propose a rectification action. The benchmark measures two complementary scores:
 
@@ -103,10 +103,9 @@ See the [code repo README](https://github.com/xiaomoguhz/R3-Bench) for full pipe
 ## Citation
 
 ```bibtex
-@article{r3bench2026,
+@inproceedings{r3bench2026,
   title={Benchmarking and Evolving Reason-Reflect-Rectify for Reflective Visual Generation},
-  author={Anonymous},
-  journal={ICML (under review)},
+  booktitle={Proceedings of the International Conference on Machine Learning (ICML)},
   year={2026}
 }
 ```