Pith Number

pith:2XCUHGJE

pith:2025:2XCUHGJEFEUQESD6FZNIG7B5A2

not attested not anchored not stored refs pending

On the Mechanisms of Weak-to-Strong Generalization: A Theoretical Perspective

Behrad Moniri, Hamed Hassani

arxiv:2505.18346 v1 · 2025-05-23 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2XCUHGJEFEUQESD6FZNIG7B5A2}

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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

On the Blessing of Pre-training in Weak-to-Strong Generalization

Receipt and verification

First computed	2026-07-05T11:08:45.179086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5c5439924292902487e2e5a837c3d06a03ee4db5582c10a7faf24e075af0606

Aliases

arxiv: 2505.18346 · arxiv_version: 2505.18346v1 · doi: 10.48550/arxiv.2505.18346 · pith_short_12: 2XCUHGJEFEUQ · pith_short_16: 2XCUHGJEFEUQESD6 · pith_short_8: 2XCUHGJE

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/2XCUHGJEFEUQESD6FZNIG7B5A2 \
  | 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: d5c5439924292902487e2e5a837c3d06a03ee4db5582c10a7faf24e075af0606

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75d28a190931a09e96d1cf3f136bcefc17bea2498499211fc627646a357a7fe3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-23T20:09:09Z",
    "title_canon_sha256": "b4418788d04a2ba43b49a1f32c6cb774a7bec39be6d2f56dbcabd0158d464dcf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18346",
    "kind": "arxiv",
    "version": 1
  }
}