Pith Number

pith:LUJCFBAK

pith:2025:LUJCFBAKFFHOM75RJSKYNLCSUK

not attested not anchored not stored refs pending

Optimizing Noise Schedules of Generative Models in High Dimensionss

Eric Vanden-Eijnden, Giulio Biroli, Marc Mezard, Santiago Aranguri

arxiv:2501.00988 v1 · 2025-01-02 · cs.LG

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\usepackage{pith}
\pithnumber{LUJCFBAKFFHOM75RJSKYNLCSUK}

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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

Lipschitz-Guided Design of Interpolation Schedules in Generative Models

Receipt and verification

First computed	2026-07-05T09:56:12.794780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d1222840a294ee67fb14c9586ac52a29496f4a6b76379f1220787253cf18ba3

Aliases

arxiv: 2501.00988 · arxiv_version: 2501.00988v1 · doi: 10.48550/arxiv.2501.00988 · pith_short_12: LUJCFBAKFFHO · pith_short_16: LUJCFBAKFFHOM75R · pith_short_8: LUJCFBAK

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/LUJCFBAKFFHOM75RJSKYNLCSUK \
  | 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: 5d1222840a294ee67fb14c9586ac52a29496f4a6b76379f1220787253cf18ba3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0bc3c6a5795e9b244d86132b0c3057e63b6f4db9349fc393271e20f97da23b14",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-02T00:39:00Z",
    "title_canon_sha256": "e283baed942250c731e545ae154707e946aa2e203517df5c0415de76041d109b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00988",
    "kind": "arxiv",
    "version": 1
  }
}