Pith Number

pith:LYY5MGUV

pith:2020:LYY5MGUVRUKLRH3BCF5NTQPO3X

not attested not anchored not stored refs pending

Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning

Abhibav Gupta, Fei Fang, Qian Long, Xiaolong Wang, Yi Wu, Zihan Zhou

arxiv:2003.10423 v1 · 2020-03-23 · cs.LG · cs.AI · cs.NE · cs.RO · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LYY5MGUVRUKLRH3BCF5NTQPO3X}

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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

ASALT: Adaptive State Alignment for Lateral Transfer in Multi-agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:49:52.489895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e31d61a958d14b89f61117ad9c1eeddf7587d2e58c5020ef4e22cff319906ef

Aliases

arxiv: 2003.10423 · arxiv_version: 2003.10423v1 · doi: 10.48550/arxiv.2003.10423 · pith_short_12: LYY5MGUVRUKL · pith_short_16: LYY5MGUVRUKLRH3B · pith_short_8: LYY5MGUV

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/LYY5MGUVRUKLRH3BCF5NTQPO3X \
  | 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: 5e31d61a958d14b89f61117ad9c1eeddf7587d2e58c5020ef4e22cff319906ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35687f40cd52760611004447d3fa8e1ec65e4b4ed6c9d3264247e774a0a2119c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-23T17:49:39Z",
    "title_canon_sha256": "44a18566e272e8b93f1a4b23b998cfc3a7f4969e08f8c520cf21e2bb25576aeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.10423",
    "kind": "arxiv",
    "version": 1
  }
}