Pith Number

pith:UHQGQ473

pith:2026:UHQGQ47366SFIWQBDA3WS5JEEY

not attested not anchored not stored refs pending

CIPHER: A Decoupled Exploration-Selection Framework for Test-Time Scaling of Data Science Agents

Maxime Heuillet, Sharadind Peddiraju

arxiv:2607.14386 v1 · 2026-07-15 · 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{UHQGQ47366SFIWQBDA3WS5JEEY}

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	2026-07-17T00:21:10.065478Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1e06873fbf7a4545a0118376975242600400754e275beb5a18ad88bc689ef95

Aliases

arxiv: 2607.14386 · arxiv_version: 2607.14386v1 · doi: 10.48550/arxiv.2607.14386 · pith_short_12: UHQGQ47366SF · pith_short_16: UHQGQ47366SFIWQB · pith_short_8: UHQGQ473

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/UHQGQ47366SFIWQBDA3WS5JEEY \
  | 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: a1e06873fbf7a4545a0118376975242600400754e275beb5a18ad88bc689ef95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6642e366e68cb1e1c2995776bc0a910c83ebeb98a422e6d1e99cd5ece70fc84c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-15T22:01:21Z",
    "title_canon_sha256": "d87f7c7d5433b8568dda5947f80b830c80585fa846688246467035f2480ad08d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.14386",
    "kind": "arxiv",
    "version": 1
  }
}