Pith Number

pith:TVINA4R6

pith:2023:TVINA4R6GNNSPMZVGYJWITZ6BN

not attested not anchored not stored refs pending

Models as Agents: Optimizing Multi-Step Predictions of Interactive Local Models in Model-Based Multi-Agent Reinforcement Learning

Chao Yu, Chen Chen, Hankz Hankui Zhuo, Jianye Hao, Zifan Wu

arxiv:2303.17984 v1 · 2023-03-31 · 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{TVINA4R6GNNSPMZVGYJWITZ6BN}

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	2026-07-05T05:56:48.569655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d50d0723e335b27b3353613644f3e0b5d16eeee5313b0ddf0ca6c8980907c2f

Aliases

arxiv: 2303.17984 · arxiv_version: 2303.17984v1 · doi: 10.48550/arxiv.2303.17984 · pith_short_12: TVINA4R6GNNS · pith_short_16: TVINA4R6GNNSPMZV · pith_short_8: TVINA4R6

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/TVINA4R6GNNSPMZVGYJWITZ6BN \
  | 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: 9d50d0723e335b27b3353613644f3e0b5d16eeee5313b0ddf0ca6c8980907c2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8455688a33dbcbb4a3925e81e4a28f27bdba311967ff5ad25c5fc3311eb9cd25",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-03-31T11:42:04Z",
    "title_canon_sha256": "d4a6b4c94a7b95b120e66ef96fca98bc3a409a700aa5c92b707bce992f3c9970"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.17984",
    "kind": "arxiv",
    "version": 1
  }
}