Pith. sign in
Pith Number

pith:JOUTIHLF

pith:2023:JOUTIHLFVQK3DABL4BFKBZLVED
not attested not anchored not stored refs pending

Learning Personalized Decision Support Policies

Adrian Weller, Ameet Talwalkar, Emma Kallina, Katherine M. Collins, Parameswaran Kamalaruban, Umang Bhatt, Valerie Chen

arxiv:2304.06701 v3 · 2023-04-13 · cs.LG · cs.AI · cs.CY · cs.HC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JOUTIHLFVQK3DABL4BFKBZLVED}

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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:04:36.862930Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4ba9341d65ac15b1802be04aa0e57520e0c7c8c91519cd321c68970d162cd899

Aliases

arxiv: 2304.06701 · arxiv_version: 2304.06701v3 · doi: 10.48550/arxiv.2304.06701 · pith_short_12: JOUTIHLFVQK3 · pith_short_16: JOUTIHLFVQK3DABL · pith_short_8: JOUTIHLF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JOUTIHLFVQK3DABL4BFKBZLVED \
  | 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: 4ba9341d65ac15b1802be04aa0e57520e0c7c8c91519cd321c68970d162cd899
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5dbfd024380d0d45b1e2c1202087e9a892830808b9f7d54eec6e9fd69efd0a86",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-13T17:53:34Z",
    "title_canon_sha256": "0f899cb369e160df24e2f2346dbcecb8b921127ff32b427b2085907ffa5aa00c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.06701",
    "kind": "arxiv",
    "version": 3
  }
}