diff --git a/docs/benchmarking/attack_defense.md b/docs/benchmarking/attack_defense.md
index 50243664..bfefa83b 100644
--- a/docs/benchmarking/attack_defense.md
+++ b/docs/benchmarking/attack_defense.md
@@ -33,7 +33,7 @@ In rigorous Attack & Defense CTF evaluations, **`alias1` consistently outperform
Best Performance in Agent vs Agent A&D |
-  |
+  |
diff --git a/docs/benchmarking/jeopardy_ctfs.md b/docs/benchmarking/jeopardy_ctfs.md
index 4a56fd7c..44345cea 100644
--- a/docs/benchmarking/jeopardy_ctfs.md
+++ b/docs/benchmarking/jeopardy_ctfs.md
@@ -18,7 +18,7 @@ Jeopardy-style Capture The Flag (CTF) challenges evaluate AI agents on independe
Model Performance in Jeopardy CTFs Base Benchmark |
-  |
+  |
diff --git a/docs/benchmarking/overview.md b/docs/benchmarking/overview.md
index c9aec631..9ce4b16b 100644
--- a/docs/benchmarking/overview.md
+++ b/docs/benchmarking/overview.md
@@ -37,16 +37,16 @@ AutoPenBench │
Model Performance in Jeopardy CTFs |
-  |
-  |
+  |
+  |
| Model Performance in Privacy Benchmark |
Overall Model Performance |
-  |
-  |
+  |
+  |
diff --git a/docs/benchmarking/privacy_benchmarks.md b/docs/benchmarking/privacy_benchmarks.md
index 5793852d..7646f621 100644
--- a/docs/benchmarking/privacy_benchmarks.md
+++ b/docs/benchmarking/privacy_benchmarks.md
@@ -13,7 +13,7 @@ Privacy benchmarks assess AI models' ability to handle sensitive information app
Model Performance in CyberPII Privacy Benchmark |
-  |
+  |
diff --git a/docs/index.md b/docs/index.md
index 075f9096..63b41475 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -168,27 +168,55 @@ Cybersecurity AI is a critical field, yet many groups are misguidedly pursuing i
If you want to cite our work, please use the following:
```bibtex
-@misc{mayoralvilches2025caiopenbugbountyready,
- title={CAI: An Open, Bug Bounty-Ready Cybersecurity AI},
- author={Víctor Mayoral-Vilches and Luis Javier Navarrete-Lozano and María Sanz-Gómez and Lidia Salas Espejo and Martiño Crespo-Álvarez and Francisco Oca-Gonzalez and Francesco Balassone and Alfonso Glera-Picón and Unai Ayucar-Carbajo and Jon Ander Ruiz-Alcalde and Stefan Rass and Martin Pinzger and Endika Gil-Uriarte},
- year={2025},
- eprint={2504.06017},
- archivePrefix={arXiv},
- primaryClass={cs.CR},
- url={https://arxiv.org/abs/2504.06017},
+@article{mayoral2025cai,
+ title={CAI: An Open, Bug Bounty-Ready Cybersecurity AI},
+ author={Mayoral-Vilches, V{\'\i}ctor and Navarrete-Lozano, Luis Javier and Sanz-G{\'o}mez, Mar{\'\i}a and Espejo, Lidia Salas and Crespo-{\'A}lvarez, Marti{\~n}o and Oca-Gonzalez, Francisco and Balassone, Francesco and Glera-Pic{\'o}n, Alfonso and Ayucar-Carbajo, Unai and Ruiz-Alcalde, Jon Ander and Rass, Stefan and Pinzger, Martin and Gil-Uriarte, Endika},
+ journal={arXiv preprint arXiv:2504.06017},
+ year={2025}
}
-```
-```bibtex
-@misc{mayoralvilches2025cybersecurityaidangerousgap,
- title={Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy},
- author={Víctor Mayoral-Vilches},
- year={2025},
- eprint={2506.23592},
- archivePrefix={arXiv},
- primaryClass={cs.CR},
- url={https://arxiv.org/abs/2506.23592},
+@article{mayoral2025automation,
+ title={Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy},
+ author={Mayoral-Vilches, V{\'\i}ctor},
+ journal={arXiv preprint arXiv:2506.23592},
+ year={2025}
}
+
+@article{mayoral2025fluency,
+ title={CAI Fluency: A Framework for Cybersecurity AI Fluency},
+ author={Mayoral-Vilches, V{\'\i}ctor and Wachter, Jasmin and Chavez, Crist{\'o}bal RJ and Schachner, Cathrin and Navarrete-Lozano, Luis Javier and Sanz-G{\'o}mez, Mar{\'\i}a},
+ journal={arXiv preprint arXiv:2508.13588},
+ year={2025}
+}
+
+@article{mayoral2025hacking,
+ title={Cybersecurity AI: Hacking the AI Hackers via Prompt Injection},
+ author={Mayoral-Vilches, V{\'\i}ctor and Rynning, Per Mannermaa},
+ journal={arXiv preprint arXiv:2508.21669},
+ year={2025}
+}
+
+@article{mayoral2025humanoid,
+ title={Cybersecurity AI: Humanoid Robots as Attack Vectors},
+ author={Mayoral-Vilches, V{\'\i}ctor},
+ journal={arXiv preprint arXiv:2509.14139},
+ year={2025}
+}
+
+@article{balassone2025evaluation,
+ title={Cybersecurity AI: Evaluating Agentic Cybersecurity in Attack/Defense CTFs},
+ author={Balassone, Francesco and Mayoral-Vilches, V{\'\i}ctor and Rass, Stefan and Pinzger, Martin and Perrone, Gaetano and Romano, Simon Pietro and Schartner, Peter},
+ journal={arXiv preprint arXiv:2510.17521},
+ year={2025}
+}
+
+@article{mayoral2025caibench,
+ title={CAIBench: A Meta-Benchmark for Evaluating Cybersecurity AI Agents},
+ author={Mayoral-Vilches, V{\'\i}ctor and Balassone, Francesco and Navarrete-Lozano, Luis Javier and Sanz-G{\'o}mez, Mar{\'\i}a and Crespo-{\'A}lvarez, Marti{\~n}o and Rass, Stefan and Pinzger, Martin},
+ journal={arXiv preprint arXiv:2510.24317},
+ year={2025}
+}
+
```
## Acknowledgements