Pith Number

pith:4YFTHLBN

pith:2024:4YFTHLBNZQVFE5YAXHD2CCDV4C

not attested not anchored not stored refs pending

Phase-aware Training Schedule Simplifies Learning in Flow-Based Generative Models

Francesco Insulla, Santiago Aranguri

arxiv:2412.07972 v4 · 2024-12-10 · cs.LG · 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{4YFTHLBNZQVFE5YAXHD2CCDV4C}

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	2026-07-05T10:11:29.985890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e60b33ac2dcc2a527700b9c7a10875e0a294da8d235cba8747fd9a13ac244924

Aliases

arxiv: 2412.07972 · arxiv_version: 2412.07972v4 · doi: 10.48550/arxiv.2412.07972 · pith_short_12: 4YFTHLBNZQVF · pith_short_16: 4YFTHLBNZQVFE5YA · pith_short_8: 4YFTHLBN

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/4YFTHLBNZQVFE5YAXHD2CCDV4C \
  | 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: e60b33ac2dcc2a527700b9c7a10875e0a294da8d235cba8747fd9a13ac244924

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b06bcbdda2fae627530dce4f014a1806298e2926f8246fe1cd9d07b9ce0abd2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T23:21:04Z",
    "title_canon_sha256": "a73501a37b9e30405eea6592ae5706789b62c5c327ac06d325a04f9ce867b1e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07972",
    "kind": "arxiv",
    "version": 4
  }
}