Pith Number

pith:RLAPPPT2

pith:2025:RLAPPPT2EX5PNA77V357HZ4O4S

not attested not anchored not stored refs pending

Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning

Reyna Abhyankar, Vikranth Srivatsa, Yiying Zhang, Zijian He

arxiv:2502.08056 v1 · 2025-02-12 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RLAPPPT2EX5PNA77V357HZ4O4S}

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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

1 paper in Pith

A Survey on Agent Workflow -- Status and Future

Receipt and verification

First computed	2026-07-05T10:13:14.431787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ac0f7be7a25faf683ffaefbf3e78ee4ae734e2430c4bee0c630f4ee011bfc2e

Aliases

arxiv: 2502.08056 · arxiv_version: 2502.08056v1 · doi: 10.48550/arxiv.2502.08056 · pith_short_12: RLAPPPT2EX5P · pith_short_16: RLAPPPT2EX5PNA77 · pith_short_8: RLAPPPT2

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/RLAPPPT2EX5PNA77V357HZ4O4S \
  | 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: 8ac0f7be7a25faf683ffaefbf3e78ee4ae734e2430c4bee0c630f4ee011bfc2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e520c6464b1b3aa76106213f9973a89ff545f05601f2747c2c7f20a06010e29d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T01:36:27Z",
    "title_canon_sha256": "0a2ac1a4619bc40adbe97fd44dd03b75a65be85450edaeea2d839cee70dd425b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08056",
    "kind": "arxiv",
    "version": 1
  }
}