Pith Number

pith:SYTSREGT

pith:2020:SYTSREGTAEEEABNGU66YUTYNKD

not attested not anchored not stored refs pending

KoGuN: Accelerating Deep Reinforcement Learning via Integrating Human Suboptimal Knowledge

Hongyao Tang, Jianye Hao, Peng Zhang, Weixun Wang, Yan Zheng, Yihai Duan, Yi Ma

arxiv:2002.07418 v2 · 2020-02-18 · 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{SYTSREGTAEEEABNGU66YUTYNKD}

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

Robust Instruction Compliance in Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:04:48.174036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96272890d301084005a6a7bd8a4f0d50c6bda07d6196b475624456ff154eb698

Aliases

arxiv: 2002.07418 · arxiv_version: 2002.07418v2 · doi: 10.48550/arxiv.2002.07418 · pith_short_12: SYTSREGTAEEE · pith_short_16: SYTSREGTAEEEABNG · pith_short_8: SYTSREGT

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/SYTSREGTAEEEABNGU66YUTYNKD \
  | 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: 96272890d301084005a6a7bd8a4f0d50c6bda07d6196b475624456ff154eb698

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b07127cd52670da23b20d766a6f3a47165a6c774981dcce8a92d2929fbd1cfff",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-02-18T07:58:27Z",
    "title_canon_sha256": "dba6f3ef2f00869dee53139486e722d9feb1fcd171c4ec72e5799dc7402e93c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.07418",
    "kind": "arxiv",
    "version": 2
  }
}