Pith Number

pith:GCQFQFXO

pith:2026:GCQFQFXOEY5ZM3T44ATU7ZSPOI

not attested not anchored not stored refs pending

Turbo Connection: Reasoning as Information Flow from Higher to Lower Layers

Mohan Tang, Sidi Lu

arxiv:2602.17993 v2 · 2026-02-20 · 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{GCQFQFXOEY5ZM3T44ATU7ZSPOI}

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	2026-07-14T01:20:54.779322Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30a05816ee263b966e7ce0274fe64f720c037e88154dd4ee820df493f46de5f5

Aliases

arxiv: 2602.17993 · arxiv_version: 2602.17993v2 · doi: 10.48550/arxiv.2602.17993 · pith_short_12: GCQFQFXOEY5Z · pith_short_16: GCQFQFXOEY5ZM3T4 · pith_short_8: GCQFQFXO

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/GCQFQFXOEY5ZM3T44ATU7ZSPOI \
  | 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: 30a05816ee263b966e7ce0274fe64f720c037e88154dd4ee820df493f46de5f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c0ead04734e6798c1e7f1b586c3ec981c704bf112b65a5602825a079acb9ab6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-20T05:01:32Z",
    "title_canon_sha256": "2ad1438c18c70ac48be1b40382befa004575b4676efe9bb2dfb80eefaecc451d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.17993",
    "kind": "arxiv",
    "version": 2
  }
}