Tag: Adaptive Systems
All the articles with the tag "Adaptive Systems".
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Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks
Published: at 11:07 AM
87.75 🤔ASTRA introduces an efficient defense for Vision Language Models by adaptively steering activations away from adversarial directions using image attribution, achieving state-of-the-art performance in mitigating jailbreak attacks with minimal impact on benign utility and high inference efficiency.
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AdaptMI: Adaptive Skill-based In-context Math Instruction for Small Language Models
Published: at 04:32 PM 80.86 🤔本文提出AdaptMI和AdaptMI+自适应方法，通过基于奖励模型检测问题难度并针对困难问题选择技能-based in-context示例，提高小语言模型在数学推理任务中的性能，同时避免认知过载。
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Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks
Published: at 04:26 PM 70.33 🤔本文提出PLAN-AND-ACT框架，通过分离规划和执行模块、利用合成数据训练和动态重规划，提高LLM代理在复杂长期任务中的性能，并在web导航基准上达到state-of-the-art结果。
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Adaptive Layer-skipping in Pre-trained LLMs
Published: at 04:28 PM 62.55 🤔本文提出FlexiDepth方法，通过插件式路由器和适配器实现预训练LLM的自适应层跳过，提高计算效率同时保持生成性能，并通过实验揭示了token类型对计算需求的影响。
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Streaming, Fast and Slow: Cognitive Load-Aware Streaming for Efficient LLM Serving
Published: at 04:30 PM 60.43 🤔本文提出基于认知负载的适应性流式传输框架，用于优化 LLM 服务，通过动态调整输出速度减少计算资源消耗高达 16.8%，同时维持用户满意度。