Pith Number

pith:EWX7F7ZX

pith:2025:EWX7F7ZXY7P26FXDPZQN3RICMB

not attested not anchored not stored refs pending

Model Steering: Learning with a Reference Model Improves Generalization Bounds and Scaling Laws

Fanjiang Ye, Fengguang Song, Liangliang Cao, Ming Lin, My T. Thai, Tianbao Yang, Xiyuan Wei

arxiv:2505.06699 v3 · 2025-05-10 · cs.LG · cs.AI · cs.CV · 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{EWX7F7ZXY7P26FXDPZQN3RICMB}

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	2026-07-05T11:05:44.067019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25aff2ff37c7dfaf16e37e60ddc50260782d5b1b92dc156bdabbb4c8ea05de55

Aliases

arxiv: 2505.06699 · arxiv_version: 2505.06699v3 · doi: 10.48550/arxiv.2505.06699 · pith_short_12: EWX7F7ZXY7P2 · pith_short_16: EWX7F7ZXY7P26FXD · pith_short_8: EWX7F7ZX

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/EWX7F7ZXY7P26FXDPZQN3RICMB \
  | 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: 25aff2ff37c7dfaf16e37e60ddc50260782d5b1b92dc156bdabbb4c8ea05de55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a416a114889cb1585596b99d33af6a651ba9d13f7270210a6c11aa2ce9688b3a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-10T16:55:03Z",
    "title_canon_sha256": "0db9f827b2edf4cf56ffe5c1213191f88f0254ea6ad9154b59fec5f4f604d35f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06699",
    "kind": "arxiv",
    "version": 3
  }
}