Pith Number

pith:CFQQFBYN

pith:2021:CFQQFBYNQPKFESQYYAGTXVRFKO

not attested not anchored not stored refs pending

Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent Learning Systems

Daniel Graves, Haitham Bou Ammar, Jun Luo, Jun Wang, Matthew E. Taylor, Oliver Slumbers, Yaodong Yang, Ying Wen

arxiv:2102.07659 v2 · 2021-02-15 · cs.AI · 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{CFQQFBYNQPKFESQYYAGTXVRFKO}

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

Training RL Agents for Multi-Objective Network Defense Tasks

Receipt and verification

First computed	2026-07-05T02:15:43.226891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

116102870d83d4524a18c00d3bd62553892fe7977ae9705a87f0ab64dc9d5c3c

Aliases

arxiv: 2102.07659 · arxiv_version: 2102.07659v2 · doi: 10.48550/arxiv.2102.07659 · pith_short_12: CFQQFBYNQPKF · pith_short_16: CFQQFBYNQPKFESQY · pith_short_8: CFQQFBYN

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/CFQQFBYNQPKFESQYYAGTXVRFKO \
  | 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: 116102870d83d4524a18c00d3bd62553892fe7977ae9705a87f0ab64dc9d5c3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c9f1daa36c0ae28ae92c5388590c03994064760fc848a4197ec4a6288510370",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-02-15T16:40:02Z",
    "title_canon_sha256": "c20bc56493d28f89bb2119b860bd340bc705b3d22a324c90031d2fb61df47550"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.07659",
    "kind": "arxiv",
    "version": 2
  }
}