# Cached entropy estimates Machine-generated by [`.github/workflows/estimates.yml`][wf] on `main` — do not edit by hand. Every dispatch runs the whole grid again with fresh, independent pasts, appends one record per cell to `runs.jsonl`, and rebuilds `estimates.json` from the full log, so the means tighten run after run. - **`runs.jsonl`** — append-only, one JSON object per (cell, dispatch): the cell's parameters, the per-past values with their sum and sum of squares, the per-past resolved Gibbs thinning and probe autocorrelation times (`thin='auto'` matches thinning to each chain's measured mixing), the seed, and the code commit that produced them. - **`estimates.json`** — pooled `mean` and `se` per cell over every past ever drawn for it, alongside the analytic `predicted` rate for comparison. The estimand is H(z_(M+1) | z_1..z_M) in bits/sample — an upper bound on the entropy rate of z that tightens as the conditioning window M grows. Fetch it from a browser or a script (raw.githubusercontent.com sends `access-control-allow-origin: *`): https://raw.githubusercontent.com/concept-collection/timeseries-entropy/estimates/estimates.json ## Current state (106 runs, generated 2026-08-13T03:15:47Z) | cell | sigma | M | mean | se | pasts | predicted | | --- | --- | --- | --- | --- | --- | --- | | bp300-6000_s1 | 1 | 512 | 0.9318 | 0.0043 | 848 | 0.9513 | | bp300-6000_s16 | 16 | 512 | 2.5423 | 0.0078 | 848 | 2.5680 | | bp300-6000_s2 | 2 | 512 | 1.3095 | 0.0040 | 848 | 1.3319 | | bp300-6000_s32 | 32 | 512 | 2.9694 | 0.0176 | 848 | 2.9938 | | bp300-6000_s4 | 4 | 512 | 1.7237 | 0.0046 | 848 | 1.7342 | | bp300-6000_s8 | 8 | 512 | 2.1326 | 0.0069 | 848 | 2.1476 | | lp3000_s1 | 1 | 512 | 0.4768 | 0.0080 | 848 | 0.6166 | | lp3000_s16 | 16 | 512 | 1.4448 | 0.0064 | 848 | 1.4888 | | lp3000_s2 | 2 | 512 | 0.7618 | 0.0093 | 848 | 0.8251 | | lp3000_s32 | 32 | 512 | 1.6663 | 0.0071 | 848 | 1.7179 | | lp3000_s4 | 4 | 512 | 0.9919 | 0.0065 | 848 | 1.0415 | | lp3000_s8 | 8 | 512 | 1.2109 | 0.0075 | 848 | 1.2632 | | ma8_s1 | 1 | 512 | 0.4731 | 0.0070 | 848 | 0.6100 | | ma8_s16 | 16 | 512 | 3.1799 | 0.0089 | 848 | 3.1777 | | ma8_s2 | 2 | 512 | 0.9753 | 0.0033 | 848 | 0.9825 | | ma8_s32 | 32 | 512 | 4.0865 | 0.0083 | 848 | 4.1125 | | ma8_s4 | 4 | 512 | 1.5586 | 0.0037 | 848 | 1.5529 | | ma8_s8 | 8 | 512 | 2.3064 | 0.0055 | 848 | 2.3064 | | none_s1 | 1 | 512 | 2.1059 | 0.0024 | 848 | 2.1048 | | none_s16 | 16 | 512 | 6.0149 | 0.0161 | 848 | 6.0473 | | none_s2 | 2 | 512 | 3.0657 | 0.0031 | 848 | 3.0620 | | none_s32 | 32 | 512 | 7.0616 | 0.0382 | 848 | 7.0472 | | none_s4 | 4 | 512 | 4.0362 | 0.0046 | 848 | 4.0508 | | none_s8 | 8 | 512 | 5.0605 | 0.0106 | 848 | 5.0480 | [wf]: https://github.com/concept-collection/timeseries-entropy/blob/main/.github/workflows/estimates.yml