Pith Number

pith:GOYJKLEY

pith:2020:GOYJKLEYIJTCTJPB4T5CXNZ4JM

not attested not anchored not stored refs pending

Towards Open Ad Hoc Teamwork Using Graph-based Policy Learning

Arrasy Rahman, Filippos Christianos, Niklas H\"opner, Stefano V. Albrecht

arxiv:2006.10412 v4 · 2020-06-18 · cs.LG · cs.MA · 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{GOYJKLEYIJTCTJPB4T5CXNZ4JM}

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	2026-07-05T02:47:39.180513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33b0952c98426629a5e1e4fa2bb73c4b0d15ca1445245ad67cbc7bc9df4252bc

Aliases

arxiv: 2006.10412 · arxiv_version: 2006.10412v4 · doi: 10.48550/arxiv.2006.10412 · pith_short_12: GOYJKLEYIJTC · pith_short_16: GOYJKLEYIJTCTJPB · pith_short_8: GOYJKLEY

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/GOYJKLEYIJTCTJPB4T5CXNZ4JM \
  | 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: 33b0952c98426629a5e1e4fa2bb73c4b0d15ca1445245ad67cbc7bc9df4252bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee5c3b8c7d9bb1743c87ca0623b3595d7579f63e04ef5c6ad2fbcf4d3b3b9390",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-18T10:39:41Z",
    "title_canon_sha256": "f1c21b3e72e1cfa6a5dbf6180b732c886fecbac20666add1dad3b8c34dd5acbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.10412",
    "kind": "arxiv",
    "version": 4
  }
}