# 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 (19 runs, generated 2026-08-03T16:48:49Z) | cell | sigma | M | mean | se | pasts | predicted | | --- | --- | --- | --- | --- | --- | --- | | bp300-6000_s1 | 1 | 512 | 0.9416 | 0.0093 | 152 | 0.9513 | | bp300-6000_s16 | 16 | 512 | 2.5467 | 0.0189 | 152 | 2.5680 | | bp300-6000_s2 | 2 | 512 | 1.3237 | 0.0102 | 152 | 1.3319 | | bp300-6000_s32 | 32 | 512 | 2.9493 | 0.0296 | 152 | 2.9938 | | bp300-6000_s4 | 4 | 512 | 1.7148 | 0.0106 | 152 | 1.7342 | | bp300-6000_s8 | 8 | 512 | 2.1476 | 0.0196 | 152 | 2.1476 | | lp3000_s1 | 1 | 512 | 0.4605 | 0.0197 | 152 | 0.6166 | | lp3000_s16 | 16 | 512 | 1.4527 | 0.0130 | 152 | 1.4888 | | lp3000_s2 | 2 | 512 | 0.7251 | 0.0233 | 152 | 0.8251 | | lp3000_s32 | 32 | 512 | 1.6381 | 0.0168 | 152 | 1.7179 | | lp3000_s4 | 4 | 512 | 1.0194 | 0.0124 | 152 | 1.0415 | | lp3000_s8 | 8 | 512 | 1.2309 | 0.0158 | 152 | 1.2632 | | ma8_s1 | 1 | 512 | 0.4856 | 0.0167 | 152 | 0.6100 | | ma8_s16 | 16 | 512 | 3.2071 | 0.0267 | 152 | 3.1777 | | ma8_s2 | 2 | 512 | 0.9739 | 0.0103 | 152 | 0.9825 | | ma8_s32 | 32 | 512 | 4.0758 | 0.0164 | 152 | 4.1125 | | ma8_s4 | 4 | 512 | 1.5593 | 0.0095 | 152 | 1.5529 | | ma8_s8 | 8 | 512 | 2.2962 | 0.0116 | 152 | 2.3064 | | none_s1 | 1 | 512 | 2.1037 | 0.0042 | 152 | 2.1048 | | none_s16 | 16 | 512 | 5.9850 | 0.0298 | 152 | 6.0473 | | none_s2 | 2 | 512 | 3.0618 | 0.0066 | 152 | 3.0620 | | none_s32 | 32 | 512 | 6.9753 | 0.0616 | 152 | 7.0472 | | none_s4 | 4 | 512 | 4.0395 | 0.0126 | 152 | 4.0508 | | none_s8 | 8 | 512 | 5.0599 | 0.0217 | 152 | 5.0480 | [wf]: https://github.com/concept-collection/timeseries-entropy/blob/main/.github/workflows/estimates.yml