Pith Number

pith:OL7RX3MB

pith:2021:OL7RX3MBLWLHIOJ35EUW6IBNXA

not attested not anchored not stored refs pending

Episodic Multi-agent Reinforcement Learning with Curiosity-Driven Exploration

Changjie Fan, Chongjie Zhang, Jiamin He, Jianhao Wang, Jiarui Chen, Lulu Zheng, Yang Gao, Yingfeng Chen, Yujing Hu

arxiv:2111.11032 v1 · 2021-11-22 · cs.LG · 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{OL7RX3MBLWLHIOJ35EUW6IBNXA}

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	2026-07-05T03:33:59.101583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72ff1bed815d9674393be9296f202db80b0ff3dd9145f023d12f3ef96eaa7fb9

Aliases

arxiv: 2111.11032 · arxiv_version: 2111.11032v1 · doi: 10.48550/arxiv.2111.11032 · pith_short_12: OL7RX3MBLWLH · pith_short_16: OL7RX3MBLWLHIOJ3 · pith_short_8: OL7RX3MB

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/OL7RX3MBLWLHIOJ35EUW6IBNXA \
  | 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: 72ff1bed815d9674393be9296f202db80b0ff3dd9145f023d12f3ef96eaa7fb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07381874d3411b69d626fe7f31e85cc8972c492e2af66bf835308bfe2395233f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-22T07:34:47Z",
    "title_canon_sha256": "abfd53914c8b9e19920901b4f7e58d2d52367b0056992f9d8a6966791473e28c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.11032",
    "kind": "arxiv",
    "version": 1
  }
}