Pith Number

pith:YG66OH2X

pith:2020:YG66OH2X54GFOQVMGDRPOAA4RN

not attested not anchored not stored refs pending

Hierarchical Reinforcement Learning in StarCraft II with Human Expertise in Subgoals Selection

Akshay Narayan, Pengfei Wei, Tiancheng Huang, Tze-Yun Leong, Xinyi Xu

arxiv:2008.03444 v3 · 2020-08-08 · 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{YG66OH2X54GFOQVMGDRPOAA4RN}

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.

Cited by

1 paper in Pith

Learning Individual Intrinsic Reward in Multi-Agent Reinforcement Learning via Incorporating Generalized Human Expertise

Receipt and verification

First computed	2026-07-05T01:38:39.467488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1bde71f57ef0c5742ac30e2f7001c8b70b3d87f8e037c2b3eb92c3ac61ca4d0

Aliases

arxiv: 2008.03444 · arxiv_version: 2008.03444v3 · doi: 10.48550/arxiv.2008.03444 · pith_short_12: YG66OH2X54GF · pith_short_16: YG66OH2X54GFOQVM · pith_short_8: YG66OH2X

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/YG66OH2X54GFOQVMGDRPOAA4RN \
  | 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: c1bde71f57ef0c5742ac30e2f7001c8b70b3d87f8e037c2b3eb92c3ac61ca4d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aafd49bbed8d0303a153bfd6f8d1cb544aa4e4a67e79b1fb964e0b5d8f64809e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-08-08T04:56:30Z",
    "title_canon_sha256": "7e5e6d92d81f364f0a2a5942c81d8a141a0692cd6f55c77f45e7402358ebe6a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.03444",
    "kind": "arxiv",
    "version": 3
  }
}