EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection
Financial time series exhibit non-stationary and heterogeneous statistical properties, making change-point detection challenging because no single unsupervised algorithm performs consistently across assets and market regimes. Conventional workflows consequently depend heavily on expert-driven model selection, feature design, and hyperparameter tuning, limiting their scalability and adaptability. We propose EvoTS-Agent, a validation-guided self-evolving LLM agent for autonomous financial time-series change-point detection. EvoTS-Agent first performs curated exploratory data analysis to characte
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Se” ≈ “AgentCore-8B””
- LinkedLinked via arxiv author · 85%Lei Jiang →
“EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection”
- LinkedLinked via arxiv author · 85%Juye Wei →
“EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection”
- LinkedLinked via arxiv author · 85%Yangxinyu Xie →
“EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection”
- LinkedLinked via arxiv author · 85%Jordan Langham-Lopez →
“EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection”
- LinkedLinked via arxiv author · 85%Yifan Bao →
“EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection”
- LinkedLinked via arxiv author · 85%Raad Khraishi →
“EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection”
- LinkedLinked via arxiv author · 85%Yihao Ang →
“EvoTS-Agent: A Self-Evolving LLM Agent for Financial Time Series Change Point Detection”