Pith Number

pith:RQ2MRIXC

pith:2018:RQ2MRIXCO7SCZPNANN2DCM35X6

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Green Security Games with Real-Time Information

Fei Fang, Lantao Yu, Lucas Joppa, Rohit Singh, Yi Wu, Yufei Wang, Zheyuan Ryan Shi

arxiv:1811.02483 v1 · 2018-11-06 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RQ2MRIXCO7SCZPNANN2DCM35X6}

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	2026-05-18T00:01:24.156806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c34c8a2e277e42cbda06b7431337dbf8131332bbb2414c93147df60d04317de

Aliases

arxiv: 1811.02483 · arxiv_version: 1811.02483v1 · doi: 10.48550/arxiv.1811.02483 · pith_short_12: RQ2MRIXCO7SC · pith_short_16: RQ2MRIXCO7SCZPNA · pith_short_8: RQ2MRIXC

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/RQ2MRIXCO7SCZPNANN2DCM35X6 \
  | 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: 8c34c8a2e277e42cbda06b7431337dbf8131332bbb2414c93147df60d04317de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "548a34683894a9330bf75181e3105878836ca3f4afa883d063fb5e17d0e7adf7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2018-11-06T16:43:47Z",
    "title_canon_sha256": "992c49958668529a34442f7a8c6a158db186ac81b0f8e7aaa40897fbd11f4058"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.02483",
    "kind": "arxiv",
    "version": 1
  }
}