Pith Number

pith:2TZTVAJZ

pith:2021:2TZTVAJZ5PSBLNQVA6MOU7AMOS

not attested not anchored not stored refs pending

GridLearn: Multiagent Reinforcement Learning for Grid-Aware Building Energy Management

Aisling Pigott, Constance Crozier, Kyri Baker, Zoltan Nagy

arxiv:2110.06396 v1 · 2021-10-12 · 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{2TZTVAJZ5PSBLNQVA6MOU7AMOS}

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	2026-07-05T03:22:25.068586Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4f33a8139ebe415b6150798ea7c0c748c95642c66a421f0badbf2988337cef3

Aliases

arxiv: 2110.06396 · arxiv_version: 2110.06396v1 · doi: 10.48550/arxiv.2110.06396 · pith_short_12: 2TZTVAJZ5PSB · pith_short_16: 2TZTVAJZ5PSBLNQV · pith_short_8: 2TZTVAJZ

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/2TZTVAJZ5PSBLNQVA6MOU7AMOS \
  | 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: d4f33a8139ebe415b6150798ea7c0c748c95642c66a421f0badbf2988337cef3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "495fff04d120ef6a88e552f384ce7c23c47765da5347f4560fdb889a68fbb41e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2021-10-12T23:19:29Z",
    "title_canon_sha256": "028096fb20aa96b7cbc9f0fc1894a262d2207c0cc340475ddca6799339a6ca2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.06396",
    "kind": "arxiv",
    "version": 1
  }
}