JeTech Lab Research | AI Trading Models and Signal Research

Research

Review notes on time-series forecasting models and trading signals.

May 13, 20269 min readJeTech Lab

Agent Training Note: The Gap Between Synthetic Training and Real 5Y Gates

Why synthetic-data RL training and real five-year backtest gates diverge for AI trading models, including TradeFi, crypto expansion, and rolling Sharpe.

Agent Model

AI Trading

TradeFi

Crypto

Backtest

Reinforcement Learning

Registry Gate

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May 2, 20267 min readJeTech Lab

Agent Model Version Changelog: PPO iTransformer v1

Runtime preset and registry gate notes for the first JeTech iTransformer v1 candidate model family.

Agent Model

iTransformer

PPO

Registry Gate

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Jan 7, 202620 min readJeTech Lab

FOIL: Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning

FOIL 논문의 핵심 내용을 요약하고, 다양한 시계열 예측 모델에 적용한 방법론과 구현 사례를 상세히 분석합니다.

FOIL

Out-of-Distribution

Invariant Learning

Time Series Forecasting

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Nov 7, 202510 min readJeTech Lab

Autotimes 모델 학습

지난번 소개한 AutoTimes 모델을 실제 데이터로 학습시켜 트레이딩 성과를 살펴보겠습니다.

AutoTimes

LLM

Trading

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