Pith Number

pith:KVEDIRDY

pith:2026:KVEDIRDYBL4VAUE2MXMOAHNQKA

not attested not anchored not stored refs pending

Generative Frontier Planning for Adaptive Peer-Referral Recruitment under Covariate-Dependent Arrivals

Akseli Kangaslahti, Andrew Ma, Hezi Jiang, Keyu Wang, Lingkai Kong, Milind Tambe

arxiv:2606.08360 v1 · 2026-06-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KVEDIRDYBL4VAUE2MXMOAHNQKA}

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	2026-06-09T01:05:34.664331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55483444780af950509a65d8e01db0503a3bf8c8def31b8681a5b26460cf1d6a

Aliases

arxiv: 2606.08360 · arxiv_version: 2606.08360v1 · doi: 10.48550/arxiv.2606.08360 · pith_short_12: KVEDIRDYBL4V · pith_short_16: KVEDIRDYBL4VAUE2 · pith_short_8: KVEDIRDY

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/KVEDIRDYBL4VAUE2MXMOAHNQKA \
  | 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: 55483444780af950509a65d8e01db0503a3bf8c8def31b8681a5b26460cf1d6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0693487aeaba2698ede09365368b09c1cc43c62644ecb4c97de3b498954f05d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-06T22:31:07Z",
    "title_canon_sha256": "b65e6f2b178273f2eec53ff87c31b95060b544855529e46d8d6a8221a6caa35e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08360",
    "kind": "arxiv",
    "version": 1
  }
}