Does the Unsafe Gradient Survive a Conversation? On the Fragility of Gradient-Based Jailbreak Detection in Multi-Turn Dialogue
Authors: Omar Sheta, Rinku Deuja, Hadi Masoudi, Minghong Fang | Published: 2026-09-29
Literature Database
Deep Learning Latency Attacks and Defenses: A Cross-Domain Survey of Availability Threats
Authors: Zonghua Gu, Zeyu Gao, Amin Saremi, Samarjit Chakraborty | Published: 2026-09-29
Constitutional adapters: Inference-time interventions for misalignment and misuse
Authors: Adam S. Lowet, Mark Kurzeja | Published: 2026-09-29
Self-Evolving Defense: Continual Security Policy Learning for LLM Agents
Authors: Minh Nhat Le, Nisarga Gondi, Yibo Peng, Ronghao Ni, Limin Jia, Beidi Chen, Haizhong Zheng | Published: 2026-09-29
Divide and Inject: Can Agents Reconstruct an Indirect Prompt Injection from Fragments?
Authors: Michael Lee, Zhipeng Wei, Yue Dong, N. Benjamin Erichson | Published: 2026-09-29
CounterSteer: Suppressing Indirect Prompt Injection with Activation Steering
Authors: Mark Russinovich | Published: 2026-09-29
LLMs Learn to Evade Latent Monitors from Prior Feedback Alone
Authors: Hugo Lyons Keenan, Christopher Leckie, Sarah Erfani | Published: 2026-09-29
Guard Models Are Overconfident Where Base Models Are Uncertain
Authors: Jonghyun Hong, MinJae Jung, Minwoo Kim | Published: 2026-09-29
FinRT: Distilling Adaptive Red-Teaming Strategies into Reusable Adversarial Generators in Consumer Finance
Authors: Rikhiya Ghosh, Himanshu Kumar, Sriram Venkatapathy, Sahil Wadhwa, Alexandre G. R. Day, Pranab Mohanty | Published: 2026-09-29
The Safety Operator: Modulating the Expression of Safety Instructions via Spectral Optimization
Authors: Benoit Dherin, Michael Munn, Xavier Gonzalvo, Adrian Goldwaser, Blaz Bratanic, Ananth Balashankar, Andrey Vlasov, Pinzhi Huang, Cecile Loge, Nicole Mitchell, Andre Fernandes, Trilok Acharya, Wendy Kan, Ziyue Wang, Hanna Mazzawi, Felipe Tiengo Ferreira, Mor Geva | Published: 2026-09-29