Pith Number

pith:YP7EHI4T

pith:2026:YP7EHI4T5QAVSLY4N5N74QE3GN

not attested not anchored not stored refs pending

Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

Amirmohammad Farzaneh, Osvaldo Simeone

arxiv:2607.26865 v1 · 2026-07-29 · stat.ML · cs.AI · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YP7EHI4T5QAVSLY4N5N74QE3GN}

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	2026-07-30T01:22:33.788412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

c3fe43a393ec01592f1c6f5bfe409b3340856c86309087913a1ea3d2cc348518

Aliases

arxiv: 2607.26865 · arxiv_version: 2607.26865v1 · doi: 10.48550/arxiv.2607.26865 · pith_short_12: YP7EHI4T5QAV · pith_short_16: YP7EHI4T5QAVSLY4 · pith_short_8: YP7EHI4T

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/YP7EHI4T5QAVSLY4N5N74QE3GN \
  | 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: c3fe43a393ec01592f1c6f5bfe409b3340856c86309087913a1ea3d2cc348518

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c864082579cb9caaa6e15fe18f3dea0b1bbb579d6f71fb739225006e6c28dd0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-07-29T12:47:05Z",
    "title_canon_sha256": "86b62dfda5e3b793b9cdb28335807f8295f66cbc294acb016fa2b5c6ce3d11e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.26865",
    "kind": "arxiv",
    "version": 1
  }
}