Pith Number

pith:AT5KM4FG

pith:2017:AT5KM4FGLEECNAFX3SL6MENYYY

not attested not anchored not stored refs pending

Fastest Convergence for Q-learning

Adithya M. Devraj, Sean P. Meyn

arxiv:1707.03770 v2 · 2017-07-12 · cs.SY · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AT5KM4FGLEECNAFX3SL6MENYYY}

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	2026-05-18T00:20:28.100275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04faa670a659082680b7dc97e611b8c613aebeacec8bdf39eba8bdfe0c720c83

Aliases

arxiv: 1707.03770 · arxiv_version: 1707.03770v2 · doi: 10.48550/arxiv.1707.03770 · pith_short_12: AT5KM4FGLEEC · pith_short_16: AT5KM4FGLEECNAFX · pith_short_8: AT5KM4FG

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/AT5KM4FGLEECNAFX3SL6MENYYY \
  | 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: 04faa670a659082680b7dc97e611b8c613aebeacec8bdf39eba8bdfe0c720c83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfd9985b895b592b63bc59e647a2b42174fce58b307fd3fbc49d1bb8d3f54cb9",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SY",
    "submitted_at": "2017-07-12T15:44:22Z",
    "title_canon_sha256": "8070aa2501e763720a15734c29c50241355d2bd0b28633693cd0591ea32abf95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.03770",
    "kind": "arxiv",
    "version": 2
  }
}