Pith Number

pith:LNEKJSYU

pith:2026:LNEKJSYUL5YNMI5ECULPHJKUZ4

not attested not anchored not stored refs pending

Learning Clinical-Trial Strategy: Offline Policy Training for Decision Agents

Philip Torr, William Bolton

arxiv:2608.03606 v1 · 2026-08-04 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LNEKJSYUL5YNMI5ECULPHJKUZ4}

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	2026-08-05T01:36:44.931538Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b48a4cb145f70d623a41516f3a554cf2db06e845465a01ef9f6e7f9a39a4b9e

Aliases

arxiv: 2608.03606 · arxiv_version: 2608.03606v1 · doi: 10.48550/arxiv.2608.03606 · pith_short_12: LNEKJSYUL5YN · pith_short_16: LNEKJSYUL5YNMI5E · pith_short_8: LNEKJSYU

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/LNEKJSYUL5YNMI5ECULPHJKUZ4 \
  | 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: 5b48a4cb145f70d623a41516f3a554cf2db06e845465a01ef9f6e7f9a39a4b9e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d39390d5347d02db642ef2646373828a9e12b4ee5cab829bfad011e2d20aecbd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-04T12:58:17Z",
    "title_canon_sha256": "7985de61e0bf88aa82678758169ff2d04f5cfe3722410a022366c7bb1de97244"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.03606",
    "kind": "arxiv",
    "version": 1
  }
}