Pith Number

pith:2IO56NY2

pith:2021:2IO56NY2EG6VQFPMWHSQXCYQRM

not attested not anchored not stored refs pending

Distributed Multi-Agent Deep Reinforcement Learning Framework for Whole-building HVAC Control

Sahika Genc, Vinay Hanumaiah

arxiv:2110.13450 v1 · 2021-10-26 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2IO56NY2EG6VQFPMWHSQXCYQRM}

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

Identifying Culprits Through Deep Deterministic Policy Gradient Deep Learning Investigation

Receipt and verification

First computed	2026-07-05T03:25:38.995568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d21ddf371a21bd5815ecb1e50b8b108b22c2e346df41c13c5cc6507028045174

Aliases

arxiv: 2110.13450 · arxiv_version: 2110.13450v1 · doi: 10.48550/arxiv.2110.13450 · pith_short_12: 2IO56NY2EG6V · pith_short_16: 2IO56NY2EG6VQFPM · pith_short_8: 2IO56NY2

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/2IO56NY2EG6VQFPMWHSQXCYQRM \
  | 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: d21ddf371a21bd5815ecb1e50b8b108b22c2e346df41c13c5cc6507028045174

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eed49176d19aeac2c5c2758da0666b91d6c741c0ca2448ca4bdc78bdae517f25",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-26T07:29:16Z",
    "title_canon_sha256": "ddbb44cfe1da348e652eeda2fb6a5433f2aa8ecbb5a545767145a47787f80c30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.13450",
    "kind": "arxiv",
    "version": 1
  }
}