Pith Number

pith:6557YSIP

pith:2016:6557YSIPSNSE6VYBAHZ7TYUZI2

not attested not anchored not stored refs pending

Learning Cost-Effective Treatment Regimes using Markov Decision Processes

Cynthia Rudin, Himabindu Lakkaraju

arxiv:1610.06972 v1 · 2016-10-21 · cs.AI · 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{6557YSIPSNSE6VYBAHZ7TYUZI2}

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	2026-05-18T01:01:30.681114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f77bfc490f93644f570101f3f9e29946850a4f01ea37375130f543340e368d46

Aliases

arxiv: 1610.06972 · arxiv_version: 1610.06972v1 · doi: 10.48550/arxiv.1610.06972 · pith_short_12: 6557YSIPSNSE · pith_short_16: 6557YSIPSNSE6VYB · pith_short_8: 6557YSIP

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/6557YSIPSNSE6VYBAHZ7TYUZI2 \
  | 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: f77bfc490f93644f570101f3f9e29946850a4f01ea37375130f543340e368d46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29182c990197854d3e4c48c34f833664fe8c4e65c1e0f972c117e421b69af81a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-10-21T23:17:03Z",
    "title_canon_sha256": "5fc2b6388dae9e9ae43bafa2b52a5d468724c6a969c179f0660b34ffaa20d482"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.06972",
    "kind": "arxiv",
    "version": 1
  }
}