When Valid Signals Fail: Regime Boundaries Between LLM Features and RL Trading Policies explores LLM-generated financial features can improve RL trading agents, but robustness issues arise during market regime shifts.. Commercial viability score: 4/10 in LLM Finance.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/when-valid-signals-fail-regime-boundaries-between-llm-features-and-rl-trading-policies
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Agent Handoff
Canonical ID when-valid-signals-fail-regime-boundaries-between-llm-features-and-rl-trading-policies | Route /paper/when-valid-signals-fail-regime-boundaries-between-llm-features-and-rl-trading-policies
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/when-valid-signals-fail-regime-boundaries-between-llm-features-and-rl-trading-policiesMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.10996"
}
}source_context
{
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"mode": "paper",
"query": "When Valid Signals Fail: Regime Boundaries Between LLM Features and RL Trading Policies",
"normalized_query": "2604.10996",
"route": "/paper/when-valid-signals-fail-regime-boundaries-between-llm-features-and-rl-trading-policies",
"paper_ref": "when-valid-signals-fail-regime-boundaries-between-llm-features-and-rl-trading-policies",
"topic_slug": null,
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"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 4.0
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