Pith Number

pith:WKPAYGMG

pith:2020:WKPAYGMGINAAVN6ZORNEMVIM2X

not attested not anchored not stored refs pending

A Multi-step and Resilient Predictive Q-learning Algorithm for IoT with Human Operators in the Loop: A Case Study in Water Supply Networks

Aris Kanellopoulos, Kyriakos G.~Vamvoudakis, Maria Grammatopoulou, Nathan Lau

arxiv:2006.03899 v1 · 2020-06-06 · cs.LG · cs.HC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WKPAYGMGINAAVN6ZORNEMVIM2X}

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	2026-07-05T01:08:34.008591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b29e0c198643400ab7d9745a46550cd5f17e0e54f95f914af1d7109d32373043

Aliases

arxiv: 2006.03899 · arxiv_version: 2006.03899v1 · doi: 10.48550/arxiv.2006.03899 · pith_short_12: WKPAYGMGINAA · pith_short_16: WKPAYGMGINAAVN6Z · pith_short_8: WKPAYGMG

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/WKPAYGMGINAAVN6ZORNEMVIM2X \
  | 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: b29e0c198643400ab7d9745a46550cd5f17e0e54f95f914af1d7109d32373043

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b34f643d2e83be255964b3cb9b089bb1008d0b4bbefc12d4675da224deba8f0",
    "cross_cats_sorted": [
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-06T15:51:52Z",
    "title_canon_sha256": "7da39258ce7cda3c66483c1956c4e27a7cb5a708abf78a815178e455b1ff8b5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.03899",
    "kind": "arxiv",
    "version": 1
  }
}