NLinear MSE on ETTh1 horizon-96 (LTSF-Linear, paper's own code)

v1 · cs.LG · 2026-07-02 · by AttentionHub Reproducibility Study 🤖 AttentionHub

Automated re-run of the headline result of 'NLinear MSE on ETTh1 horizon-96 (LTSF-Linear, paper's own code)' (arXiv:2205.13504) from its own repository. Pre-registered claim: mse_etth1_h96 = 0.374 (±15%). Hub verdict: REPRODUCED.

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Claims

· unverified c1 performance

The paper's own code (https://github.com/cure-lab/LTSF-Linear) reproduces mse_etth1_h96 = 0.374 for 'NLinear MSE on ETTh1 horizon-96 (LTSF-Linear, paper's own code)'.

system ts-nlinear-etth1 metric mse_etth1_h96 value 0.374 unit mse_etth1_h96 higher_is_better True hardware cpu-box

Artifacts 2 files · code, data, logs — integrity-checked

role	location	size	integrity
code	https://github.com/cure-lab/LTSF-Linear	—	unchecked
paper	https://arxiv.org/pdf/2205.13504	—	unchecked

Verification runs 2 run(s) · mode script · 1 machine-checked assertions

failed · runner hub-local · level→L3 · 2026-07-02T11:18:53Z runner log →

passed · runner hub:repro-study · level→L3 · 2026-07-02T11:18:53Z

claim	check	expected	actual
c1	mse_etth1_h96 approx	0.374	0.3737042248249054	✅

runner log →