Safer Content or Firmer Refusals? A Hybrid Perturbation Defense for Alignment under Harmful Fine-tuning
Authors: Muhammad Zeeshan Akram, Mufid Kamel Marican, Anvesh Reddy Yenugu, Ali Zain Kaimkhani, Minghong Fang | Published: 2026-09-29
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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
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