Article

A Season-Structured Validation and Governance Architecture for Autonomous Strategy-Proposal Generation in Algorithmic Trading

2026-08-03

Abstract excerpt

Autonomous trading research pipelines can generate large volumes of machine-produced strategy proposals, but testing them without leakage, overfitting, or silent selection bias remains an open problem. Existing autonomous trading systems primarily optimize strategy generation, whereas considerably less attention has been devoted to the governance of autonomous research pipelines that continuously generate, validat...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: c68c5e44-b5e5-59e5-8ce6-0f6863f41a02
DOI: 10.20944/preprints202608.0004.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A Season-Structured Validation and Governance Architecture for Autonomous Strategy-Proposal Generation in Algorithmic TradingDOI 10.20944/preprints202608.0004.v1Read

Emergent Behavioural Signatures in Large Language Models: A Cross-Task Study of Risk and Forecasting BehaviourSemantic proximity Read

Machine Earning – Algorithmic Trading Strategies for Superior Growth, Outperformance and Competitive AdvantageSemantic proximity Read

Homo Silicus is Hyper-Rational: Why LLM Agents Fail to Replicate Attention-Driven TradingSemantic proximity Read

Automated AI Model Development: a Systematic Literature ReviewSemantic proximity Read

Behavioural Transparency in Multi-Agent RL: Strategic Decoupling and the Economic Optimisation of Tactical ShocksSemantic proximity Read

Application and Impact of Large Language Model (LLM) Agents in Financial Operations and Public PolicySemantic proximity Read

Decomposable Reward Modeling and Realistic Environment Design for Reinforcement Learning-Based Forex TradingSemantic proximity Read

AI and Quantum Trading Agents: Cybersecurity, Governance, and Regulatory Challenges in Financial Decision-MakingSemantic proximity Read

Competitive, Cooperative, and Everything In-Between: The Janus Protocol for Strategy-Infused Language ModelsSemantic proximity Read

From Decks to Decisions: An Auditable AI Framework for Venture CapitalSemantic proximity Read

Mechanism Design for Incentivizing User Feedback for Large Language ModelsSemantic proximity Read

Successful Automatic Model Discovery Can Produce False MechanismsSemantic proximity Read