Pith Number

pith:5JGNABN5

pith:2020:5JGNABN55UVSHC2GQHT2W4CB2O

not attested not anchored not stored refs pending

Multi Type Mean Field Reinforcement Learning

Matthew E. Taylor, Nidhi Hegde, Pascal Poupart, Sriram Ganapathi Subramanian

arxiv:2002.02513 v7 · 2020-02-06 · cs.MA · cs.AI · 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{5JGNABN55UVSHC2GQHT2W4CB2O}

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

Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:33:17.355813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea4cd005bded2b238b4681e7ab7041d3b78dc59da0d60e984d5d8fb77090c507

Aliases

arxiv: 2002.02513 · arxiv_version: 2002.02513v7 · doi: 10.48550/arxiv.2002.02513 · pith_short_12: 5JGNABN55UVS · pith_short_16: 5JGNABN55UVSHC2G · pith_short_8: 5JGNABN5

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/5JGNABN55UVSHC2GQHT2W4CB2O \
  | 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: ea4cd005bded2b238b4681e7ab7041d3b78dc59da0d60e984d5d8fb77090c507

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e2601f1d043d95374a2deca574bc566403ebaed64baf9ffca8a2415cc91f165",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2020-02-06T20:58:58Z",
    "title_canon_sha256": "0f843f9d765494cc1099e8a0d2c927263c250379edde7e791f3f3f0d593c5366"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02513",
    "kind": "arxiv",
    "version": 7
  }
}