Pith Number

pith:SUNU5N2R

pith:2022:SUNU5N2RKGNSNLC7FWJ7XZ5C4P

not attested not anchored not stored refs pending

Data-pooling Reinforcement Learning for Personalized Healthcare Intervention

Pengyi Shi, Shanwen Pu, Xinyun Chen

arxiv:2211.08998 v1 · 2022-11-16 · 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{SUNU5N2RKGNSNLC7FWJ7XZ5C4P}

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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.

Cited by

1 paper in Pith

Contextual Online Pricing with (Biased) Offline Data

Receipt and verification

First computed	2026-07-05T05:16:46.407005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

951b4eb751519b26ac5f2d93fbe7a2e3e826486cdd15255a6102bea85a201e68

Aliases

arxiv: 2211.08998 · arxiv_version: 2211.08998v1 · doi: 10.48550/arxiv.2211.08998 · pith_short_12: SUNU5N2RKGNS · pith_short_16: SUNU5N2RKGNSNLC7 · pith_short_8: SUNU5N2R

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/SUNU5N2RKGNSNLC7FWJ7XZ5C4P \
  | 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: 951b4eb751519b26ac5f2d93fbe7a2e3e826486cdd15255a6102bea85a201e68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6efdf2a88fee5f030d752ce0f636c760699a1321a837970d174bde438a0797db",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-16T15:52:49Z",
    "title_canon_sha256": "554ffd8b0c840a7322f9a7a65454df61e015c1bb99e32e986b60b407a0049fce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.08998",
    "kind": "arxiv",
    "version": 1
  }
}