Pith Number

pith:6QKS2YPX

pith:2024:6QKS2YPXKNBVZEBFT3OXOYIQMO

not attested not anchored not stored refs pending

A unifying framework for generalised Bayesian online learning in non-stationary environments

Alexander Y. Shestopaloff, Gerardo Duran-Martin, Kevin Murphy, Leandro S\'anchez-Betancourt

arxiv:2411.10153 v3 · 2024-11-15 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6QKS2YPXKNBVZEBFT3OXOYIQMO}

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.

Cited by

1 paper in Pith

A probabilistic framework for online test-time adaptation

Receipt and verification

First computed	2026-07-05T10:29:26.825872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4152d61f753435c90259edd776110639d2624bba6e046d4b232e155c02b0e34

Aliases

arxiv: 2411.10153 · arxiv_version: 2411.10153v3 · doi: 10.48550/arxiv.2411.10153 · pith_short_12: 6QKS2YPXKNBV · pith_short_16: 6QKS2YPXKNBVZEBF · pith_short_8: 6QKS2YPX

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/6QKS2YPXKNBVZEBFT3OXOYIQMO \
  | 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: f4152d61f753435c90259edd776110639d2624bba6e046d4b232e155c02b0e34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c6ca07787d9b7bf05166d528c8c07918e3a8a362c7fb4e0a98ab3a800ccec80",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-11-15T12:52:02Z",
    "title_canon_sha256": "16e8856db15b7ff603a1b2188ec4a3c978072891c5b1dece74aff48116b83f0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10153",
    "kind": "arxiv",
    "version": 3
  }
}