Pith Number

pith:GJIW6V2Q

pith:2021:GJIW6V2Q4P254IOJXUC4NCRGUL

not attested not anchored not stored refs pending

Self-Initiated Open World Learning for Autonomous AI Agents

Bing Liu, Eric Robertson, Sahisnu Mazumder, Scott Grigsby

arxiv:2110.11385 v3 · 2021-10-21 · cs.AI · cs.HC · 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{GJIW6V2Q4P254IOJXUC4NCRGUL}

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	2026-07-05T07:50:17.915250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32516f5750e3f5de21c9bd05c68a26a2ccd6a0fb8a240714afb2e881c02ba830

Aliases

arxiv: 2110.11385 · arxiv_version: 2110.11385v3 · doi: 10.48550/arxiv.2110.11385 · pith_short_12: GJIW6V2Q4P25 · pith_short_16: GJIW6V2Q4P254IOJ · pith_short_8: GJIW6V2Q

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/GJIW6V2Q4P254IOJXUC4NCRGUL \
  | 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: 32516f5750e3f5de21c9bd05c68a26a2ccd6a0fb8a240714afb2e881c02ba830

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c990d6b7dddbbefd5de7b38086e22e79e28c61190790ee74d558d3f38357aea",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-10-21T18:11:02Z",
    "title_canon_sha256": "ea74b49487a899818e8848532b23578924eefd820cfcbfdfc62c13195aa1ff5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11385",
    "kind": "arxiv",
    "version": 3
  }
}