Pith Number

pith:MA3NTS2A

pith:2018:MA3NTS2ANU2YSXUBL57MLXS5A6

not attested not anchored not stored refs pending

A Structure-aware Online Learning Algorithm for Markov Decision Processes

Abhay Karandikar, Arghyadip Roy, Prasanna Chaporkar, Vivek Borkar

arxiv:1811.11646 v1 · 2018-11-28 · cs.LG · 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{MA3NTS2ANU2YSXUBL57MLXS5A6}

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	2026-05-17T23:59:40.430014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6036d9cb406d35895e815f7ec5de5d07852312cec8b594095b1c690c8cd193cd

Aliases

arxiv: 1811.11646 · arxiv_version: 1811.11646v1 · doi: 10.48550/arxiv.1811.11646 · pith_short_12: MA3NTS2ANU2Y · pith_short_16: MA3NTS2ANU2YSXUB · pith_short_8: MA3NTS2A

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/MA3NTS2ANU2YSXUBL57MLXS5A6 \
  | 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: 6036d9cb406d35895e815f7ec5de5d07852312cec8b594095b1c690c8cd193cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df018ec3ba3c660d96a18a9e3a554e2d0cf1684b5dddf07d02795713b59e2d91",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-28T16:05:21Z",
    "title_canon_sha256": "792c45a111eb5749b37b23d4966fa1a1c519315576a6b7c64f33744837ebe61d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.11646",
    "kind": "arxiv",
    "version": 1
  }
}