Pith Number

pith:WEZNAEZK

pith:2021:WEZNAEZKNBYFJ7YSL7XC2TIAF7

not attested not anchored not stored refs pending

Neural Recursive Belief States in Multi-Agent Reinforcement Learning

Bernardo Avila Pires, Edward Hughes, Kevin R. McKee, Pol Moreno, Th\'eophane Weber

arxiv:2102.02274 v1 · 2021-02-03 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WEZNAEZKNBYFJ7YSL7XC2TIAF7}

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

An Encoded Corrective Double Deep Q-Networks for Multi-Agent Control Systems

Receipt and verification

First computed	2026-07-05T02:12:46.616539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b132d0132a687054ff125fee2d4d002fed21bd5884503d5bf63418f9a50dfa4d

Aliases

arxiv: 2102.02274 · arxiv_version: 2102.02274v1 · doi: 10.48550/arxiv.2102.02274 · pith_short_12: WEZNAEZKNBYF · pith_short_16: WEZNAEZKNBYFJ7YS · pith_short_8: WEZNAEZK

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/WEZNAEZKNBYFJ7YSL7XC2TIAF7 \
  | 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: b132d0132a687054ff125fee2d4d002fed21bd5884503d5bf63418f9a50dfa4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "597d2d14e52c6e72ebb0e36dd8206cb7bb03f77c6c770f5d8bc2fa88ec4e3651",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-03T20:10:23Z",
    "title_canon_sha256": "01d95ede9c7681b759eea7be09109280f536423acd1f436405804d148be922c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.02274",
    "kind": "arxiv",
    "version": 1
  }
}