Pith Number

pith:OKO7IOQE

pith:2024:OKO7IOQEQI5VWBAXLAEE5CS6ZX

not attested not anchored not stored refs pending

Introducing MAPO: Momentum-Aided Gradient Descent Prompt Optimization

Aiden Lei, Andrew Rufail, Anthony Cui, Ethan Cheung, Kevin Zhu, Pranav Nandyalam, Sean O'Brien

arxiv:2410.19499 v3 · 2024-10-25 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OKO7IOQEQI5VWBAXLAEE5CS6ZX}

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.

Cited by

1 paper in Pith

Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search

Receipt and verification

First computed	2026-07-05T11:27:49.955691Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

729df43a04823b5b041758084e8a5ecdd0ca781daf4eb63314115c71753e3e4f

Aliases

arxiv: 2410.19499 · arxiv_version: 2410.19499v3 · doi: 10.48550/arxiv.2410.19499 · pith_short_12: OKO7IOQEQI5V · pith_short_16: OKO7IOQEQI5VWBAX · pith_short_8: OKO7IOQE

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/OKO7IOQEQI5VWBAXLAEE5CS6ZX \
  | 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: 729df43a04823b5b041758084e8a5ecdd0ca781daf4eb63314115c71753e3e4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f29598397909a90ca645c5f796498133529c90bda2f4ed30b17632692d7c900",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-25T11:58:12Z",
    "title_canon_sha256": "90b444ebd6059d7101a189c0ba593bef15c379a8d46c004c099817e3d83174e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19499",
    "kind": "arxiv",
    "version": 3
  }
}