Pith Number

pith:6PT6PZIH

pith:2019:6PT6PZIHJWHUQTSKSOWSEKSL3V

not attested not anchored not stored refs pending

Coordination in Adversarial Sequential Team Games via Multi-Agent Deep Reinforcement Learning

Andrea Celli, Marco Ciccone, Nicola Gatti, Raffaele Bongo

arxiv:1912.07712 v1 · 2019-12-16 · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6PT6PZIHJWHUQTSKSOWSEKSL3V}

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

Towards Learning Scalable Agile Dynamic Motion Planning for Robosoccer Teams with Policy Optimization

Receipt and verification

First computed	2026-07-05T00:26:25.353819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3e7e7e5074d8f484e4a93ad222a4bdd5220efc57e37f59df315cb1673ce4983

Aliases

arxiv: 1912.07712 · arxiv_version: 1912.07712v1 · doi: 10.48550/arxiv.1912.07712 · pith_short_12: 6PT6PZIHJWHU · pith_short_16: 6PT6PZIHJWHUQTSK · pith_short_8: 6PT6PZIH

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/6PT6PZIHJWHUQTSKSOWSEKSL3V \
  | 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: f3e7e7e5074d8f484e4a93ad222a4bdd5220efc57e37f59df315cb1673ce4983

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7d98218a31e39a03762a0975d00f1d9e0c8f449c342274593b0e63c4f00b358",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-12-16T21:30:04Z",
    "title_canon_sha256": "22f05afae220cced79aa4b801952899f91b185f3027c3eba5f5d17fe409b7068"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.07712",
    "kind": "arxiv",
    "version": 1
  }
}