Pith Number

pith:5WWCZMRJ

pith:2017:5WWCZMRJ6GFCMUSXPTTW2GM4WP

not attested not anchored not stored refs pending

Learning to Design Games: Strategic Environments in Reinforcement Learning

Haifeng Zhang, Jun Wang, Weinan Zhang, Wenxin Li, Ying Wen, Yong Yu, Zhiming Zhou

arxiv:1707.01310 v5 · 2017-07-05 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5WWCZMRJ6GFCMUSXPTTW2GM4WP}

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	2026-07-05T00:14:28.442625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edac2cb229f18a2652577ce76d199cb3dfa06b1b2f0fe2f55e73da5dfad9689b

Aliases

arxiv: 1707.01310 · arxiv_version: 1707.01310v5 · doi: 10.48550/arxiv.1707.01310 · pith_short_12: 5WWCZMRJ6GFC · pith_short_16: 5WWCZMRJ6GFCMUSX · pith_short_8: 5WWCZMRJ

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/5WWCZMRJ6GFCMUSXPTTW2GM4WP \
  | 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: edac2cb229f18a2652577ce76d199cb3dfa06b1b2f0fe2f55e73da5dfad9689b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5f6ec4280f62120c841fa3b495c89e3cf5d25254e94b89290fb7e9a32678276",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-07-05T10:45:43Z",
    "title_canon_sha256": "2451f249144b8eae8cefcdf534eeab926aaae748367a97fef2b8f6d5cf9186dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.01310",
    "kind": "arxiv",
    "version": 5
  }
}