Pith Number

pith:3MLOXMKF

pith:2025:3MLOXMKF6ORFKPEI63HCAFZ7UT

not attested not anchored not stored refs pending

Model as Loss: A Self-Consistent Training Paradigm

Andrew Harper, Milos Cernak, Saisamarth Rajesh Phaye

arxiv:2505.21156 v1 · 2025-05-27 · cs.SD · cs.AI · cs.LG · eess.AS · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3MLOXMKF6ORFKPEI63HCAFZ7UT}

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

Model as Loss: A Self-Consistent Training Paradigm

Receipt and verification

First computed	2026-07-05T11:10:24.697585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db16ebb145f3a2553c88f6ce20173fa4dca33bebeabfa6db28ae5526ac045d6a

Aliases

arxiv: 2505.21156 · arxiv_version: 2505.21156v1 · doi: 10.48550/arxiv.2505.21156 · pith_short_12: 3MLOXMKF6ORF · pith_short_16: 3MLOXMKF6ORFKPEI · pith_short_8: 3MLOXMKF

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/3MLOXMKF6ORFKPEI63HCAFZ7UT \
  | 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: db16ebb145f3a2553c88f6ce20173fa4dca33bebeabfa6db28ae5526ac045d6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5746325f0fdf5f33ee1bd4df005933b197cb7d2d75ebc2bdd74a192270ac4ee4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "eess.AS",
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-05-27T13:12:45Z",
    "title_canon_sha256": "4e36d1dd5c355a8bb3e6ab620899f6c940adb6d010dac7412ff48644df7a8d05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21156",
    "kind": "arxiv",
    "version": 1
  }
}