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Accuracy — lstm_s4

validation only · 2.3M

val + test + liveval + testval onlyall (incl. in-sample)

Summary

horizondaystoken-daysrank ICtLS decilehit (alpha)hit (price)MAE (alpha)MAE (price)
+1d265179k+0.066213.6+0.80%53.0%52.7%0.03575.694870
+7d265178k+0.087515.5+2.34%56.5%56.1%0.094916.233114
+30d265177k+0.104319.6+7.79%59.2%66.8%0.209933.151904

By month

monthIC +1dhit +1dLS +1dIC +7dhit +7dLS +7dIC +30dhit +30dLS +30ddays
2026-01+0.07554.7%+0.83%+0.09960.1%+1.30%-0.05047.3%-4.01%28
2025-12+0.04051.0%+1.03%+0.07955.4%+4.95%+0.10763.5%+10.03%31
2025-11+0.06853.6%+1.54%+0.09046.9%+4.32%+0.12462.7%+14.05%30
2025-10+0.05553.2%+0.35%+0.04055.1%-0.08%+0.11543.5%+15.46%31
2025-09+0.06355.4%+0.45%+0.04166.9%-0.12%+0.02182.9%-1.74%30
2025-08+0.07751.3%+0.48%+0.10449.7%+1.99%+0.16358.0%+7.76%31
2025-07+0.09354.0%+1.15%+0.12957.9%+4.42%+0.11251.6%+5.01%31
2025-06+0.05955.0%+0.50%+0.08069.1%-0.08%+0.13363.6%+5.93%30
2025-05+0.06648.2%+0.87%+0.14045.0%+4.82%+0.23160.1%+19.23%23
t-stats at +7d and +30d are optimistic: consecutive windows overlap, so the effective sample size is closer to the number of distinct days than the number of rows. +1d is the clean read. Long-short spreads are before trading costs and slippage, and the tail of the top-1000 by volume is thin.