Pith Number

pith:GBNZSH4T

pith:2023:GBNZSH4TAMSL57MTVOWQXHFMKT

not attested not anchored not stored refs pending

Adaptive Bayesian Learning with Action and State-Dependent Signal Variance

Kaiwen Hou

arxiv:2311.12878 v2 · 2023-11-20 · stat.ME · cs.LG · econ.EM · math.ST · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GBNZSH4TAMSL57MTVOWQXHFMKT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T07:17:34.810838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

305b991f930324befd93abad0b9cac54fb755c0721e551cc0306f109388f5077

Aliases

arxiv: 2311.12878 · arxiv_version: 2311.12878v2 · doi: 10.48550/arxiv.2311.12878 · pith_short_12: GBNZSH4TAMSL · pith_short_16: GBNZSH4TAMSL57MT · pith_short_8: GBNZSH4T

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/GBNZSH4TAMSL57MTVOWQXHFMKT \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 305b991f930324befd93abad0b9cac54fb755c0721e551cc0306f109388f5077

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f078ea402edb473b3c4983f4b6a637b9e967d30215231924097e1f25e8a80014",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.EM",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2023-11-20T17:59:30Z",
    "title_canon_sha256": "213ea052919385d7f4bdc82c28edba410b993e5475f17dc19b68f9029f66e529"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12878",
    "kind": "arxiv",
    "version": 2
  }
}