Tag: Adaptive Systems

All the articles with the tag "Adaptive Systems".

• Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks

  Published: 8 May, 2025 |  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.

• ThinkSwitcher: When to Think Hard, When to Think Fast

  Published: 24 May, 2025 |  at  11:12 AM

  

  86.56 🤔

  ThinkSwitcher通过一个轻量级自适应框架，使单一大型推理模型根据任务复杂性动态切换长短链式推理模式，在数学推理基准上减少20-30%计算成本，同时在复杂任务上保持较高准确率。

• AdaptMI: Adaptive Skill-based In-context Math Instruction for Small Language Models

  Published: 4 May, 2025 |  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。

• LLM-Independent Adaptive RAG: Let the Question Speak for Itself

  Published: 13 May, 2025 |  at  11:09 AM

  

  70.54 🤔

  This paper introduces LLM-independent adaptive retrieval using 27 external information features across 7 groups, achieving comparable QA performance to LLM-based methods on 6 datasets while significantly improving efficiency by eliminating additional LLM calls during inference.

• Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

  Published: 4 May, 2025 |  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。