Pith Number

pith:7ZBLMBJT

pith:2023:7ZBLMBJT5CF53VMQWI2UMJUJ57

not attested not anchored not stored refs pending

Situation-Dependent Causal Influence-Based Cooperative Multi-agent Reinforcement Learning

Mingsong Chen, Pengyu Zhang, Ting Wang, Xiao Du, Yaning Yang, Yutong Ye

arxiv:2312.09539 v1 · 2023-12-15 · 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{7ZBLMBJT5CF53VMQWI2UMJUJ57}

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	2026-07-05T07:24:26.724563Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe42b60533e88bddd590b235462689efec4427680f9ece1b9bc88b19b3e7f591

Aliases

arxiv: 2312.09539 · arxiv_version: 2312.09539v1 · doi: 10.48550/arxiv.2312.09539 · pith_short_12: 7ZBLMBJT5CF5 · pith_short_16: 7ZBLMBJT5CF53VMQ · pith_short_8: 7ZBLMBJT

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/7ZBLMBJT5CF53VMQWI2UMJUJ57 \
  | 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: fe42b60533e88bddd590b235462689efec4427680f9ece1b9bc88b19b3e7f591

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "468604b8b0f5e7aa20c997b6a0f89a7b726c4b5dfa192066e67bb0ebd742c910",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-15T05:09:32Z",
    "title_canon_sha256": "255922d5d3503d5d687f26ef4153f54a7fe353b376263fe456dd2c81824e5c44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.09539",
    "kind": "arxiv",
    "version": 1
  }
}