Pith Number

pith:3IONIFQ2

pith:2023:3IONIFQ2TSQ3ALTPFJJRIUKA34

not attested not anchored not stored refs pending

Neural MMO 2.0: A Massively Multi-task Addition to Massively Multi-agent Learning

Daniel Scott, David Bloomin, Hao Xiang Li, Herbie Bradley, Jiaxin Chen, Joseph Su\'arez, Kirsty You, Kyoung Whan Choe, Louis Castricato, Lucas de Alc\^antara, Nikhil Pinnaparaju, Nishaanth Kanna, Phillip Isola, Qimai Li, Rose S. Shuman, Ryan Sullivan, Xiaolong Zhu, Yuhao Jiang

arxiv:2311.03736 v1 · 2023-11-07 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3IONIFQ2TSQ3ALTPFJJRIUKA34}

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	2026-07-05T07:10:04.253600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da1cd4161a9ca1b02e6f2a53145140df2f2d6a25c41348f77d036607eb2c0807

Aliases

arxiv: 2311.03736 · arxiv_version: 2311.03736v1 · doi: 10.48550/arxiv.2311.03736 · pith_short_12: 3IONIFQ2TSQ3 · pith_short_16: 3IONIFQ2TSQ3ALTP · pith_short_8: 3IONIFQ2

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/3IONIFQ2TSQ3ALTPFJJRIUKA34 \
  | 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: da1cd4161a9ca1b02e6f2a53145140df2f2d6a25c41348f77d036607eb2c0807

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "585302143eb648048c09dc6d0e7aacbfc93641db19f60641f988869053eff6b6",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-07T05:36:39Z",
    "title_canon_sha256": "c3d4153cc8629c842540258a9fc63c22ab0b5a8444fa4906ed2cd2b21d138f8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03736",
    "kind": "arxiv",
    "version": 1
  }
}