Pith Number

pith:55KPY2FT

pith:2021:55KPY2FT7JJYXFNT7XZL6RINL6

not attested not anchored not stored refs pending

Minimum-Delay Adaptation in Non-Stationary Reinforcement Learning via Online High-Confidence Change-Point Detection

Ana L. C. Bazzan, Bruno C. da Silva, Lucas N. Alegre

arxiv:2105.09452 v1 · 2021-05-20 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{55KPY2FT7JJYXFNT7XZL6RINL6}

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	2026-07-05T02:41:52.813772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef54fc68b3fa538b95b3fdf2bf450d5fadf18ff93860dd60027ee4c4302e5367

Aliases

arxiv: 2105.09452 · arxiv_version: 2105.09452v1 · doi: 10.48550/arxiv.2105.09452 · pith_short_12: 55KPY2FT7JJY · pith_short_16: 55KPY2FT7JJYXFNT · pith_short_8: 55KPY2FT

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/55KPY2FT7JJYXFNT7XZL6RINL6 \
  | 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: ef54fc68b3fa538b95b3fdf2bf450d5fadf18ff93860dd60027ee4c4302e5367

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe6186ca616e8285e7487486527237817db4d6102ed6601f518de9ad062c7298",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-20T01:57:52Z",
    "title_canon_sha256": "db01a5fe4017442b1c2c66d1a0fc6ddf1f2f517449b02dd1357bbbd48aa815c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.09452",
    "kind": "arxiv",
    "version": 1
  }
}