Pith Number

pith:XXUS75CF

pith:2026:XXUS75CFXVARSPLTKEHEN47JGP

not attested not anchored not stored refs pending

Calibrate-Then-Act: Cost-Aware Exploration in LLM Agents

Greg Durrett, Nicholas Tomlin, Wenxuan Ding

arxiv:2602.16699 v3 · 2026-02-18 · cs.CL · 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{XXUS75CFXVARSPLTKEHEN47JGP}

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

2 papers in Pith

QuantClaw: Precision Where It Matters for OpenClaw

Exploration and Exploitation Errors Are Measurable for Language Model Agents

Receipt and verification

First computed	2026-05-20T00:02:09.888944Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bde92ff445bd41193d73510e46f3e933df0c0be782acf0ebba5b88b7d9581d3f

Aliases

arxiv: 2602.16699 · arxiv_version: 2602.16699v3 · doi: 10.48550/arxiv.2602.16699 · pith_short_12: XXUS75CFXVAR · pith_short_16: XXUS75CFXVARSPLT · pith_short_8: XXUS75CF

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/XXUS75CFXVARSPLTKEHEN47JGP \
  | 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: bde92ff445bd41193d73510e46f3e933df0c0be782acf0ebba5b88b7d9581d3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f01015937148712e658bf5622487c6ac3a7cb3f937cc65dcb9bc2d8a1d2e0c72",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-02-18T18:46:14Z",
    "title_canon_sha256": "06681ee244bebf6569380b69fd875f5cef97e3602ebccc0fa2bc2d601940679a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.16699",
    "kind": "arxiv",
    "version": 3
  }
}