Pith Number

pith:WY5TFUNX

pith:2022:WY5TFUNXUSG3SDFKR4GMRO4WUI

not attested not anchored not stored refs pending

Explainable Action Advising for Multi-Agent Reinforcement Learning

Dana Hughes, Fei Fang, Joseph Campbell, Katia Sycara, Ruiyu Li, Simon Stepputtis, Yue Guo

arxiv:2211.07882 v3 · 2022-11-15 · cs.AI · cs.LG · cs.MA · 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{WY5TFUNXUSG3SDFKR4GMRO4WUI}

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	2026-07-05T06:21:14.322311Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b63b32d1b7a48db90caa8f0cc8bb96a211899ced44b7300c91b7f7236bf91edd

Aliases

arxiv: 2211.07882 · arxiv_version: 2211.07882v3 · doi: 10.48550/arxiv.2211.07882 · pith_short_12: WY5TFUNXUSG3 · pith_short_16: WY5TFUNXUSG3SDFK · pith_short_8: WY5TFUNX

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/WY5TFUNXUSG3SDFKR4GMRO4WUI \
  | 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: b63b32d1b7a48db90caa8f0cc8bb96a211899ced44b7300c91b7f7236bf91edd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7d35160ed26fa576e6f4707926e14aebc1d79dfc9c800172bb8629c13ba7183",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-11-15T04:15:03Z",
    "title_canon_sha256": "d0d840bc48f0f8555aeb55cdab877e280c1208d83a85c639afa36991498c608e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07882",
    "kind": "arxiv",
    "version": 3
  }
}