Pith Number

pith:UCNZXDPH

pith:2021:UCNZXDPH5U6BK2S3GJ44NA76XN

not attested not anchored not stored refs pending

Multi-Agent Transfer Learning in Reinforcement Learning-Based Ride-Sharing Systems

Alberto Castagna, Ivana Dusparic

arxiv:2112.00424 v1 · 2021-12-01 · cs.LG · cs.AI · 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{UCNZXDPH5U6BK2S3GJ44NA76XN}

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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

Expert-Free Online Transfer Learning in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:36:46.185911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a09b9b8de7ed3c156a5b3279c683febb4db5d3fc5063d98ab70ff93929490214

Aliases

arxiv: 2112.00424 · arxiv_version: 2112.00424v1 · doi: 10.48550/arxiv.2112.00424 · pith_short_12: UCNZXDPH5U6B · pith_short_16: UCNZXDPH5U6BK2S3 · pith_short_8: UCNZXDPH

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/UCNZXDPH5U6BK2S3GJ44NA76XN \
  | 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: a09b9b8de7ed3c156a5b3279c683febb4db5d3fc5063d98ab70ff93929490214

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea8261cb967f497fc92fc5a01686521b6a72fd18762ed6c8db37151bc09216ed",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-01T11:23:40Z",
    "title_canon_sha256": "18601e20fea111faf1a9f6db0e428b4b67e18320c3d5f7a897cc0904e0d887b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.00424",
    "kind": "arxiv",
    "version": 1
  }
}