Pith Number

pith:OELRUVXT

pith:2023:OELRUVXTTF72HVWD7HI5IX5BS7

not attested not anchored not stored refs pending

Prodigy: An Expeditiously Adaptive Parameter-Free Learner

Aaron Defazio, Konstantin Mishchenko

arxiv:2306.06101 v4 · 2023-06-09 · cs.LG · cs.AI · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OELRUVXTTF72HVWD7HI5IX5BS7}

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

11 papers in Pith

Thinking in Boxes: 3D Editing in Real Images Made Easy

Zero-order Parameter-free Optimization for LMO-based Methods: Novel Approach for Efficient Fine-tuning

Adaptive Sharpness-Aware Minimization with a Polyak-type Step size: A Theory-Grounded Scheduler

An Empirical Study of Validating Synthetic Data for Text-Based Person Retrieval

Why SGD is not Brownian Motion: A New Perspective on Stochastic Dynamics

Receipt and verification

First computed	2026-07-05T07:58:20.538883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71171a56f3997fa3d6c3f9d1d45fa197f484b4782be796d06c8dcfe3d59d0efd

Aliases

arxiv: 2306.06101 · arxiv_version: 2306.06101v4 · doi: 10.48550/arxiv.2306.06101 · pith_short_12: OELRUVXTTF72 · pith_short_16: OELRUVXTTF72HVWD · pith_short_8: OELRUVXT

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/OELRUVXTTF72HVWD7HI5IX5BS7 \
  | 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: 71171a56f3997fa3d6c3f9d1d45fa197f484b4782be796d06c8dcfe3d59d0efd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d15cc5833a0109c32298c1ffe2b4c4a05bb2edaa11b1eb7a14a6df06512930b7",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-09T17:59:35Z",
    "title_canon_sha256": "fbe4e4ff4626d6693e384f6ee97c87b596a53f1603e8785ac67c5556fd4e738f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.06101",
    "kind": "arxiv",
    "version": 4
  }
}