Pith Number

pith:N7DGQ7DZ

pith:2021:N7DGQ7DZXBLSG5DYTTY2OBZHLN

not attested not anchored not stored refs pending

Towards Multi-Agent Reinforcement Learning using Quantum Boltzmann Machines

Christoph Roch, Kyrill Schmid, Philipp Altmann, Tobias M\"uller

arxiv:2109.10900 v2 · 2021-09-22 · cs.AI · cs.MA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N7DGQ7DZXBLSG5DYTTY2OBZHLN}

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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.

Cited by

1 paper in Pith

Benchmarking Quantum Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:33:49.940904Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6fc6687c79b8572374789cf1a707275b4f4517f78754f44ace85e071128bc2f1

Aliases

arxiv: 2109.10900 · arxiv_version: 2109.10900v2 · doi: 10.48550/arxiv.2109.10900 · pith_short_12: N7DGQ7DZXBLS · pith_short_16: N7DGQ7DZXBLSG5DY · pith_short_8: N7DGQ7DZ

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/N7DGQ7DZXBLSG5DYTTY2OBZHLN \
  | 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: 6fc6687c79b8572374789cf1a707275b4f4517f78754f44ace85e071128bc2f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66f4b502e53daa7ab0f614c321255d08a1367b1f645b52ee5c3de9fd4e55e762",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-09-22T17:59:24Z",
    "title_canon_sha256": "850fa97327d58fddd4c946fb6c8292da50e5f04ce7dccfda5601bd417fa159d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.10900",
    "kind": "arxiv",
    "version": 2
  }
}