pith. sign in
Pith Number

pith:B67GQFU3

pith:2014:B67GQFU3GW53YM6PDQZW2NA5AU
not attested not anchored not stored refs pending

Empirical Q-Value Iteration

Dileep Kalathil, Rahul Jain, Vivek S. Borkar

arxiv:1412.0180 v3 · 2014-11-30 · math.OC · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{B67GQFU3GW53YM6PDQZW2NA5AU}

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 2026-05-17T23:55:10.118954Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0fbe68169b35bbbc33cf1c336d341d053090bb0e7dd63a9a02722f961f584df7

Aliases

arxiv: 1412.0180 · arxiv_version: 1412.0180v3 · doi: 10.48550/arxiv.1412.0180 · pith_short_12: B67GQFU3GW53 · pith_short_16: B67GQFU3GW53YM6P · pith_short_8: B67GQFU3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/B67GQFU3GW53YM6PDQZW2NA5AU \
  | 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: 0fbe68169b35bbbc33cf1c336d341d053090bb0e7dd63a9a02722f961f584df7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5ee211976ff010d2e5df88a6a1d9b656564b9fb76fc5801140743f24d5114b5a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2014-11-30T06:06:23Z",
    "title_canon_sha256": "8b9709a97c82e99fa4bdd9a9fdcd1b36f398881760bfc988966673e7932672a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1412.0180",
    "kind": "arxiv",
    "version": 3
  }
}