Lab / Research
🔄

Online Learning with Activation Steering

Continuous Adaptation of Language Model Behavior

Stage 12 Complete
26
精选论文
12/12
研究阶段
4
核心贡献
NeurIPS
目标会议

💡 Core Contribution: OASF

Online Activation Steering Framework (OASF) — 统一框架结合记忆增强引导、上下文感知向量场、基于 rollout 的稳定性和安全保持操作符。

OASF Framework
Online Activation Steering Framework
Memory-Augmented Steering
Experience replay with prioritization
Rollout-Based Stability
Lookahead evaluation before application
Safety-Preserving Operators
Constraint projection for invariants

⚠️ Research Gaps

G1
在线引导稳定性理论
Unified theory of online steering stability
G2
长程适应基准
Long-horizon online adaptation benchmarks
G3
对齐保持
Alignment preservation during online steering

📋 Paper Outline

1 Introduction 1200 words
2 Related Work 2000 words
3 Problem Formulation 1500 words
4 Methodology 2500 words
5 Theoretical Analysis 1800 words
6 Experiments 3000 words
7 Discussion 1500 words
8 Conclusion 500 words
Total: ~14,000 words Target: NeurIPS 2026

📚 Key Papers

core 2505 Guiding Giants: Weighted Activation Steering
core 2511 Representation Interventions for Lifelong Control
core 2509 LifeAlign: Lifelong Alignment for LLMs