DARWIN is a self-evolving LLM jailbreak framework that grows a reusable strategy pool through external extraction, sandbox filtering, history-memory retrieval, Markov-based strategy selection, and reflective/genetic evolution.
☆66Jun 5, 2026Updated 2 months ago
Alternatives and similar repositories for DARWIN
Users that are interested in DARWIN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [AAAI-2026]MAJIC: Markovian Adaptive Jailbreaking. An automated black-box attack framework against LLMs that iteratively selects and fuse…☆17Jul 25, 2026Updated 3 weeks ago
- ☆15Apr 1, 2026Updated 4 months ago
- A prototype for innovative BGP anomaly detection system --- BGPShield.☆18Apr 7, 2026Updated 4 months ago
- Source code and scripts for the paper "Is Difficulty Calibration All We Need? Towards More Practical Membership Inference Attacks"☆20Dec 10, 2024Updated last year
- [ICML 2023] "Robust Weight Signatures: Gaining Robustness as Easy as Patching Weights?" by Ruisi Cai, Zhenyu Zhang, Zhangyang Wang☆16May 4, 2023Updated 3 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- offical implementation of MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming☆18Jun 2, 2025Updated last year
- Official implementation of "Shadow in the Cache: Unveiling and Mitigating Privacy Risks of KV-cache in LLM Inference" (NDSS 2026)☆19Feb 28, 2026Updated 5 months ago
- Paper list of LLM fingerprinting, based on our paper titled "SoK: Large Language Model Copyright Auditing via Fingerprinting".☆30Aug 28, 2025Updated 11 months ago
- ☆40Nov 4, 2024Updated last year
- [NDSS 2025] Official code for our paper "Explanation as a Watermark: Towards Harmless and Multi-bit Model Ownership Verification via Wate…☆45Nov 5, 2024Updated last year
- A Unified Benchmark and Toolbox for Multimodal Jailbreak Attack–Defense Evaluation☆75May 8, 2026Updated 3 months ago
- 🚀 Automated & lossless LaTeX paper migration tool. Instantly convert your Overleaf source between top-tier AI conference templates (Neur…☆232Apr 8, 2026Updated 4 months ago
- The repo for paper: Exploiting the Index Gradients for Optimization-Based Jailbreaking on Large Language Models.☆15Dec 16, 2024Updated last year
- Code for paper "MAGIC: A Co-Evolving Attacker-Defender Adversarial Game for Robust LLM safety"☆52May 11, 2026Updated 3 months ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- ☆12May 6, 2022Updated 4 years ago
- [ACL 2025] Guiding not Forcing: Enhancing the Transferability of Jailbreaking Attacks on LLMs via Removing Superfluous Constraints☆19May 23, 2025Updated last year
- The official repository of 'Unnatural Language Are Not Bugs but Features for LLMs'☆25May 20, 2025Updated last year
- open Source code for propensity evaluation☆19Apr 25, 2026Updated 3 months ago
- [TDSC 2024] Official code for our paper "FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model"☆23May 14, 2025Updated last year
- [NeurIPS 2025] Taught Well Learned Ill: Towards Distillation-conditional Backdoor Attack☆15Nov 19, 2025Updated 9 months ago
- Code and data to go with the Zhu et al. paper "An Objective for Nuanced LLM Jailbreaks"☆37Jul 2, 2026Updated last month
- Code for NeurIPS 2024 Paper "Fight Back Against Jailbreaking via Prompt Adversarial Tuning"☆22May 6, 2025Updated last year
- ☆228Aug 17, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Code for "When LLM Meets DRL: Advancing Jailbreaking Efficiency via DRL-guided Search" (NeurIPS 2024)☆18Oct 22, 2024Updated last year
- Implementation of the paper "MAZE: Data-Free Model Stealing Attack Using Zeroth-Order Gradient Estimation".☆31Dec 12, 2021Updated 4 years ago
- [NeurIPS25 & ICML25 Workshop on Reliable and Responsible Foundation Models] A Simple Baseline Achieving Over 90% Success Rate Against the…☆100Feb 3, 2026Updated 6 months ago
- A curated list of papers for the transferability of adversarial examples☆80Jul 8, 2024Updated 2 years ago
- [CCS 2026] The official implementation of our CCS 2026 paper "ReasoningBomb: A Stealthy Denial-of-Service Attack by Inducing Pathological…☆16Aug 5, 2026Updated 2 weeks ago
- FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion (NeurIPS 2024 Spotlight)☆15Mar 31, 2025Updated last year
- Official implementation of "TROJail: Trajectory-Level Optimization for Multi-Turn Large Language Model Jailbreaks with Process Rewards"☆32Jul 20, 2026Updated last month
- [CVPR 2025] Official implementation for JOOD "Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy"☆21Jun 11, 2025Updated last year
- ☆27Mar 17, 2025Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Code for the CVPR 2020 article "Adversarial Vertex mixup: Toward Better Adversarially Robust Generalization"☆13Jul 13, 2020Updated 6 years ago
- [USENIX'24] Prompt Stealing Attacks Against Text-to-Image Generation Models☆53Jan 11, 2025Updated last year
- ☆16Jul 15, 2025Updated last year
- One Prompt Word is Enough to Boost Adversarial Robustness for Pre-trained Vision-Language Models☆60Apr 25, 2026Updated 3 months ago
- Official Repository for ACL 2024 Paper SafeDecoding: Defending against Jailbreak Attacks via Safety-Aware Decoding☆153Jul 19, 2024Updated 2 years ago
- [NDSS 2025] "CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models"☆26Aug 20, 2025Updated last year
- A Framework for Evaluating AI Agent Safety in Realistic Environments☆38Aug 10, 2026Updated 2 weeks ago