Pith Number

pith:C754GN4K

pith:2024:C754GN4KYFZWC5ITNOSM5P2HHO

not attested not anchored not stored refs pending

Safe Multi-agent Reinforcement Learning with Natural Language Constraints

Fei Fang, Meng Fang, Tristan Tomilin, Yali Du, Ziyan Wang

arxiv:2405.20018 v1 · 2024-05-30 · cs.MA · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C754GN4KYFZWC5ITNOSM5P2HHO}

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.

Cited by

1 paper in Pith

Eigenspectrum Analysis of Neural Networks without Aspect Ratio Bias

Receipt and verification

First computed	2026-07-05T08:25:23.957042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17fbc3378ac1736175136ba4cebf473bb193f74ed66bb2f822f18adf758d1a60

Aliases

arxiv: 2405.20018 · arxiv_version: 2405.20018v1 · doi: 10.48550/arxiv.2405.20018 · pith_short_12: C754GN4KYFZW · pith_short_16: C754GN4KYFZWC5IT · pith_short_8: C754GN4K

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/C754GN4KYFZWC5ITNOSM5P2HHO \
  | 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: 17fbc3378ac1736175136ba4cebf473bb193f74ed66bb2f822f18adf758d1a60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b89d8e355bfe159e439c5406f0df91aae171013f61adaaf6383b03cc277184b3",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-05-30T12:57:35Z",
    "title_canon_sha256": "48a528096a3d07f6c4749edc0cddfc67ef4a608f51c749099d2550da44a31410"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.20018",
    "kind": "arxiv",
    "version": 1
  }
}