diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -198,7 +198,7 @@ Cybersecurity AI (CAI) is a lightweight, open-source framework that empowers sec
### 📊 Research Impact
- Pioneered LLM-powered AI Security with PentestGPT, establishing the foundation for the `Cybersecurity AI` research domain [](https://arxiv.org/pdf/2308.06782)
-- Established the `Cybersecurity AI` research line with **8 papers and technical reports**, with active research collaborations [](https://arxiv.org/pdf/2504.06017) [](https://arxiv.org/abs/2506.23592) [](https://arxiv.org/abs/2508.13588) [](https://arxiv.org/abs/2508.21669) [](https://arxiv.org/abs/2509.14096) [](https://arxiv.org/abs/2509.14139)
+- Established the `Cybersecurity AI` research line with **8 papers and technical reports**, with active research collaborations [](https://arxiv.org/pdf/2504.06017) [](https://arxiv.org/abs/2506.23592) [](https://arxiv.org/abs/2508.13588) [](https://arxiv.org/abs/2508.21669) [](https://arxiv.org/abs/2509.14096) [](https://arxiv.org/abs/2509.14139) [](https://arxiv.org/abs/2510.17521) [](https://arxiv.org/abs/2510.24317)
- Demonstrated **3,600× performance improvement** over human penetration testers in standardized CTF benchmark evaluations [](https://arxiv.org/pdf/2504.06017)
- Identified **CVSS 4.3-7.5 severity vulnerabilities** in production systems through automated security assessment [](https://arxiv.org/pdf/2504.06017)
@@ -212,14 +212,14 @@ Cybersecurity AI (CAI) is a lightweight, open-source framework that empowers sec
### 📚 Research products: `Cybersecurity AI`
-| CAI, An Open, Bug Bounty-Ready Cybersecurity AI [](https://arxiv.org/pdf/2504.06017) | The Dangerous Gap Between Automation and Autonomy [](https://arxiv.org/abs/2506.23592) | CAI Fluency, A Framework for Cybersecurity AI Fluency [](https://arxiv.org/abs/2508.13588) |
-|---|---|---|
-| [
](https://arxiv.org/pdf/2504.06017) | [
](https://www.arxiv.org/pdf/2506.23592) | [
](https://arxiv.org/pdf/2508.13588) |
+| CAI, An Open, Bug Bounty-Ready Cybersecurity AI [](https://arxiv.org/pdf/2504.06017) | The Dangerous Gap Between Automation and Autonomy [](https://arxiv.org/abs/2506.23592) | CAI Fluency, A Framework for Cybersecurity AI Fluency [](https://arxiv.org/abs/2508.13588) | Hacking the AI Hackers via Prompt Injection [](https://arxiv.org/abs/2508.21669) |
+|---|---|---|---|
+| [
](https://arxiv.org/pdf/2504.06017) | [
](https://www.arxiv.org/pdf/2506.23592) | [
](https://arxiv.org/pdf/2508.13588) | [
](https://arxiv.org/pdf/2508.21669) |
-| Hacking the AI Hackers via Prompt Injection [](https://arxiv.org/abs/2508.21669) | Humanoid Robots as Attack Vectors [](https://arxiv.org/abs/2509.14139) | The Cybersecurity of a Humanoid Robot [](https://arxiv.org/abs/2509.14096) |
-|---|---|---|
-| [
](https://arxiv.org/pdf/2508.21669) | [
](https://arxiv.org/pdf/2509.14139) | [
](https://arxiv.org/pdf/2509.14096) |
+ | Humanoid Robots as Attack Vectors [](https://arxiv.org/abs/2509.14139) | The Cybersecurity of a Humanoid Robot [](https://arxiv.org/abs/2509.14096) | Evaluating Agentic Cybersecurity in Attack/Defense CTFs [](https://arxiv.org/abs/2510.17521) | CAIBench: A Meta-Benchmark for Evaluating Cybersecurity AI Agents [](https://arxiv.org/abs/2510.24317) |
+|---|---|---|---|
+| [
](https://arxiv.org/pdf/2509.14139) | [
](https://arxiv.org/pdf/2509.14096) | [
](https://arxiv.org/pdf/2510.17521) | [
](https://arxiv.org/pdf/2510.24317) |