Pith Number

pith:GH6Q65CA

pith:2025:GH6Q65CAOPTR4EPQLIB6DCX6PL

not attested not anchored not stored refs pending

Iterate to Accelerate: A Unified Framework for Iterative Reasoning and Feedback Convergence

Jacob Fein-Ashley

arxiv:2502.03787 v1 · 2025-02-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GH6Q65CAOPTR4EPQLIB6DCX6PL}

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	2026-07-05T10:10:14.902582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31fd0f744073e71e11f05a03e18afe7af01945e36800980d0c9da226b1c9a436

Aliases

arxiv: 2502.03787 · arxiv_version: 2502.03787v1 · doi: 10.48550/arxiv.2502.03787 · pith_short_12: GH6Q65CAOPTR · pith_short_16: GH6Q65CAOPTR4EPQ · pith_short_8: GH6Q65CA

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/GH6Q65CAOPTR4EPQLIB6DCX6PL \
  | 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: 31fd0f744073e71e11f05a03e18afe7af01945e36800980d0c9da226b1c9a436

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36dd5f63077ea0a1f4ef1dd9396d95444e87860b6b4f80a7e7f2a729c7c31c90",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T05:24:35Z",
    "title_canon_sha256": "094ee83ce2c1cd317a235891ef026bc211cf9985e0ecbf5eea949e313e49febf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03787",
    "kind": "arxiv",
    "version": 1
  }
}