Pith Number

pith:LMD4KKLM

pith:2025:LMD4KKLM7WHK3IG3B5BN3WEYGG

not attested not anchored not stored refs pending

Memorization and Generalization in Generative Diffusion under the Manifold Hypothesis

Beatrice Achilli, Carlo Lucibello, Enrico Ventura, Luca Ambrogioni, Marc M\'ezard

arxiv:2502.09578 v2 · 2025-02-13 · cond-mat.dis-nn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMD4KKLM7WHK3IG3B5BN3WEYGG}

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

Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data

Receipt and verification

First computed	2026-07-05T11:09:08.300359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b07c5296cfd8eada0db0f42ddd89831ac2a4f6f1e7bf12879495179713d3a77

Aliases

arxiv: 2502.09578 · arxiv_version: 2502.09578v2 · doi: 10.48550/arxiv.2502.09578 · pith_short_12: LMD4KKLM7WHK · pith_short_16: LMD4KKLM7WHK3IG3 · pith_short_8: LMD4KKLM

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/LMD4KKLM7WHK3IG3B5BN3WEYGG \
  | 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: 5b07c5296cfd8eada0db0f42ddd89831ac2a4f6f1e7bf12879495179713d3a77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "182d0fc19094e727cc7e04f830239c9a2fb15349c0e321f48650c039e37d86b9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2025-02-13T18:36:07Z",
    "title_canon_sha256": "d6c956ba8ecb6dc3752fa44b21df6c03639da8878260737f34bbba57554089d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09578",
    "kind": "arxiv",
    "version": 2
  }
}