Pith Number

pith:KHDX3TES

pith:2021:KHDX3TESJKKTSYJ6EUGE4PKJ76

not attested not anchored not stored refs pending

Multi-Agent Deep Reinforcement Learning using Attentive Graph Neural Architectures for Real-Time Strategy Games

Joongheon Kim, Sungwon Yi, Won Joon Yun

arxiv:2105.10211 v1 · 2021-05-21 · 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{KHDX3TESJKKTSYJ6EUGE4PKJ76}

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	2026-07-05T02:42:08.904942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51c77dcc924a9539613e250c4e3d49ffadd852741f4755b032031257aab16f9a

Aliases

arxiv: 2105.10211 · arxiv_version: 2105.10211v1 · doi: 10.48550/arxiv.2105.10211 · pith_short_12: KHDX3TESJKKT · pith_short_16: KHDX3TESJKKTSYJ6 · pith_short_8: KHDX3TES

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/KHDX3TESJKKTSYJ6EUGE4PKJ76 \
  | 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: 51c77dcc924a9539613e250c4e3d49ffadd852741f4755b032031257aab16f9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18b6ea8715e8535454a76a15189fb11b3b083d5ad8b4b11fb6d828d3cb0757f4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-05-21T09:05:25Z",
    "title_canon_sha256": "dddf58f88ba873fe3a777b3d4fe41669769f79de18c60bbfa6ab9e945db5d2f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.10211",
    "kind": "arxiv",
    "version": 1
  }
}