Pith Number

pith:MHTHYDRI

pith:2021:MHTHYDRIY6TOZ5K3STZ2OT42AY

not attested not anchored not stored refs pending

Decentralized Graph-Based Multi-Agent Reinforcement Learning Using Reward Machines

Guannan Qu, Jueming Hu, Weichang Wang, Yongming Liu, Yutian Pang, Zhe Xu

arxiv:2110.00096 v1 · 2021-09-30 · cs.MA · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MHTHYDRIY6TOZ5K3STZ2OT42AY}

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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	2026-07-05T03:19:25.554938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61e67c0e28c7a6ecf55b94f3a74f9a0607454c2e5ccd3ac4df8d0334c15e207b

Aliases

arxiv: 2110.00096 · arxiv_version: 2110.00096v1 · doi: 10.48550/arxiv.2110.00096 · pith_short_12: MHTHYDRIY6TO · pith_short_16: MHTHYDRIY6TOZ5K3 · pith_short_8: MHTHYDRI

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/MHTHYDRIY6TOZ5K3STZ2OT42AY \
  | 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: 61e67c0e28c7a6ecf55b94f3a74f9a0607454c2e5ccd3ac4df8d0334c15e207b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ce18befaede49a9bab4e3ae9bf2de0a996feeee2af6d4232a0e4fd91fb6015e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2021-09-30T21:41:55Z",
    "title_canon_sha256": "8eddf0632c8e45e24f498e6494e16bc9b8e0f87cf548d7a952a16297d4f39622"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.00096",
    "kind": "arxiv",
    "version": 1
  }
}