pith. sign in
Pith Number

pith:LBP7CMUF

pith:2023:LBP7CMUFCQFAPQ2YLWSSZE7WRU
not attested not anchored not stored refs pending

Initializing Services in Interactive ML Systems for Diverse Users

Avinandan Bose, Daniel L. Jiang, Jamie Morgenstern, Lillian J.Ratliff, Maryam Fazel, Mihaela Curmei, Sarah Dean

arxiv:2312.11846 v2 · 2023-12-19 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LBP7CMUFCQFAPQ2YLWSSZE7WRU}

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 2026-07-05T10:18:34.181786Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

585ff13285140a07c3585da52c93f68d32921ca03744cf714bc51d4bee12704f

Aliases

arxiv: 2312.11846 · arxiv_version: 2312.11846v2 · doi: 10.48550/arxiv.2312.11846 · pith_short_12: LBP7CMUFCQFA · pith_short_16: LBP7CMUFCQFAPQ2Y · pith_short_8: LBP7CMUF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LBP7CMUFCQFAPQ2YLWSSZE7WRU \
  | 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: 585ff13285140a07c3585da52c93f68d32921ca03744cf714bc51d4bee12704f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b7ffe5b43af6083145121319680db169f2ce4b9af24ab4df6453b911e6db1ac5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-19T04:26:12Z",
    "title_canon_sha256": "f731330315c11088f15fcd7c89f88448c18f231b48e576b56263e3eaf24423b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11846",
    "kind": "arxiv",
    "version": 2
  }
}