Pith Number

pith:XCWR7SEL

pith:2017:XCWR7SELNEXTJJNS5WQ22KGIXZ

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Event-Driven Multi-Agent Decision Processes

Brendan D. Tracey, David Wolpert, James W. Bono, Justin Grana, Kunal Menda, Mykel J. Kochenderfer, Yi-Chun Chen

arxiv:1709.06656 v2 · 2017-09-19 · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XCWR7SELNEXTJJNS5WQ22KGIXZ}

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	2026-05-17T23:44:48.511676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8ad1fc88b692f34a5b2eda1ad28c8be7c1504e94459e88f9560947d196f4c8e

Aliases

arxiv: 1709.06656 · arxiv_version: 1709.06656v2 · doi: 10.48550/arxiv.1709.06656 · pith_short_12: XCWR7SELNEXT · pith_short_16: XCWR7SELNEXTJJNS · pith_short_8: XCWR7SEL

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/XCWR7SELNEXTJJNS5WQ22KGIXZ \
  | 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: b8ad1fc88b692f34a5b2eda1ad28c8be7c1504e94459e88f9560947d196f4c8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "989708cf19b90ae48e6de92ca1e14405de2b45c5c401f14df2d890f37d2e6bdd",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-09-19T21:41:51Z",
    "title_canon_sha256": "13705088d4618b2b5a874377ac7811b8731e3e024e9827f61c4d981f3f3e85d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.06656",
    "kind": "arxiv",
    "version": 2
  }
}