Exploring Jailbreak Vulnerability Across Depth-Based Dynamic Inference in Large Language Models
cs.LG, cs.AI, cs.CL, cs.CR
Submitted: 2026-10-10
Updated: 2026-10-10
Code: https://github.com/LassNajmuldeen/balcony-jailbreaking
Project page: https://hamidmousavi0.github.io
Sources
- AdversariaLLM: A Unified and Modular Toolbox for LLM Robustness Research
- DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
- Flextron: Many-in-One Flexible Large Language Model
- Explaining and Harnessing Adversarial Examples
- The Llama 3 Herd of Models
- MatFormer: Nested Transformer for Elastic Inference
- HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal
- Claudini: Autoresearch Discovers State-of-the-Art Adversarial Attack Algorithms for LLMs
- Adversarial Reasoning at Jailbreaking Time
- Fast Adversarial Attacks on Language Models In One GPU Minute
- Llama 2: Open Foundation and Fine-Tuned Chat Models
- TAO-Attack: Toward Advanced Optimization-Based Jailbreak Attacks for Large Language Models
- AutoDAN: Interpretable Gradient-Based Adversarial Attacks on Large Language Models
- Universal and Transferable Adversarial Attacks on Aligned Language Models
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