Pith Number

pith:JQJ3SF6A

pith:2019:JQJ3SF6ABHZ5N74LBAQRYZAEXQ

not attested not anchored not stored refs pending

Deep Decentralized Reinforcement Learning for Cooperative Control

Florian K\"opf, Michael Flad, Samuel Tesfazgi, S\"oren Hohmann

arxiv:1910.13196 v1 · 2019-10-29 · cs.MA · cs.LG · 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{JQJ3SF6ABHZ5N74LBAQRYZAEXQ}

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	2026-07-05T00:15:42.322323Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c13b917c009f3d6ff8b08211c6404bc30798c4753a21342e4c9786db6c4c64c

Aliases

arxiv: 1910.13196 · arxiv_version: 1910.13196v1 · doi: 10.48550/arxiv.1910.13196 · pith_short_12: JQJ3SF6ABHZ5 · pith_short_16: JQJ3SF6ABHZ5N74L · pith_short_8: JQJ3SF6A

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/JQJ3SF6ABHZ5N74LBAQRYZAEXQ \
  | 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: 4c13b917c009f3d6ff8b08211c6404bc30798c4753a21342e4c9786db6c4c64c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "503c8e3bfe239291b39006367a28ede2295624ed4376554115731c53f4f2a668",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2019-10-29T11:06:56Z",
    "title_canon_sha256": "eb94f5b86a5afb475babf910d004d88cae691e4da48217af4f5bb3091cd7883f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.13196",
    "kind": "arxiv",
    "version": 1
  }
}