Pith Number

pith:45MZ6NWF

pith:2023:45MZ6NWFT5N6MKPL3VQ35MEYC4

not attested not anchored not stored refs pending

Concept Learning for Interpretable Multi-Agent Reinforcement Learning

Dana Hughes, Joseph Campbell, Katia Sycara, Renos Zabounidis, Simon Stepputtis

arxiv:2302.12232 v1 · 2023-02-23 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{45MZ6NWFT5N6MKPL3VQ35MEYC4}

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	2026-07-05T05:45:01.762785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7599f36c59f5be629ebdd61beb09817060e0738d55e5cb2d901c3c81ece3275

Aliases

arxiv: 2302.12232 · arxiv_version: 2302.12232v1 · doi: 10.48550/arxiv.2302.12232 · pith_short_12: 45MZ6NWFT5N6 · pith_short_16: 45MZ6NWFT5N6MKPL · pith_short_8: 45MZ6NWF

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/45MZ6NWFT5N6MKPL3VQ35MEYC4 \
  | 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: e7599f36c59f5be629ebdd61beb09817060e0738d55e5cb2d901c3c81ece3275

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e696d159e96365c6a59a605e931c7d46ab84e57256e6c88d460f863e4a588ea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-23T18:53:09Z",
    "title_canon_sha256": "654c3a15a29f2807ef4ecef3c19036337054921db1b25b01dd32112a3d334b70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12232",
    "kind": "arxiv",
    "version": 1
  }
}