Pith Number

pith:Q62XOCWM

pith:2019:Q62XOCWMAP2O3KXAEBQXAIKQAN

not attested not anchored not stored refs pending

Advantage Amplification in Slowly Evolving Latent-State Environments

Craig Boutilier, Dale Schuurmans, Jayden Ooi, Martin Mladenov, Ofer Meshi

arxiv:1905.13559 v1 · 2019-05-29 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q62XOCWMAP2O3KXAEBQXAIKQAN}

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	2026-05-17T23:44:34.576515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87b5770acc03f4edaae02061702150036fbde4e5c3de214c283a613f6c90311f

Aliases

arxiv: 1905.13559 · arxiv_version: 1905.13559v1 · doi: 10.48550/arxiv.1905.13559 · pith_short_12: Q62XOCWMAP2O · pith_short_16: Q62XOCWMAP2O3KXA · pith_short_8: Q62XOCWM

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/Q62XOCWMAP2O3KXAEBQXAIKQAN \
  | 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: 87b5770acc03f4edaae02061702150036fbde4e5c3de214c283a613f6c90311f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "579301f67da6193321e29e8a30951b2716360343c80e4649a2042a1b2e4b2089",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-29T21:57:02Z",
    "title_canon_sha256": "55869b11f7b2f26922de76cb06a250b6fab92e5ea12025f2a18e1fb3e31dd63c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.13559",
    "kind": "arxiv",
    "version": 1
  }
}