Pith Number

pith:TVDR4Z7C

pith:2023:TVDR4Z7C4UG4FTKEGPOPM6RSQF

not attested not anchored not stored refs pending

Towards Skilled Population Curriculum for Multi-Agent Reinforcement Learning

Bo An, Bowei He, Changjie Fan, Longtao Zheng, Rundong Wang, Tangjie Lv, Wei Qiu, Yingfeng Chen, Yujing Hu, Zinovi Rabinovich

arxiv:2302.03429 v1 · 2023-02-07 · 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{TVDR4Z7C4UG4FTKEGPOPM6RSQF}

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	2026-07-05T05:39:37.046099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d471e67e2e50dc2cd4433dcf67a32817823eeb38174abb95790c9b6e8ebaeea

Aliases

arxiv: 2302.03429 · arxiv_version: 2302.03429v1 · doi: 10.48550/arxiv.2302.03429 · pith_short_12: TVDR4Z7C4UG4 · pith_short_16: TVDR4Z7C4UG4FTKE · pith_short_8: TVDR4Z7C

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/TVDR4Z7C4UG4FTKEGPOPM6RSQF \
  | 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: 9d471e67e2e50dc2cd4433dcf67a32817823eeb38174abb95790c9b6e8ebaeea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9bbcaf676e9395ece0da422ddbf5deacbfe6b071e086803590defd476992a529",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-02-07T12:30:52Z",
    "title_canon_sha256": "b4920756fb79fd90ff0b550f8049b0706bee3c459a01f88023d6a837dd4c99ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03429",
    "kind": "arxiv",
    "version": 1
  }
}