Pith Number

pith:DYL2KMPD

pith:2025:DYL2KMPDEAIF24M2WH47GUZAST

not attested not anchored not stored refs pending

$\Delta \mathrm{Energy}$: Optimizing Energy Change During Vision-Language Alignment Improves both OOD Detection and OOD Generalization

Lin Zhu, Nanyang Ye, Qinying Gu, Xinbing Wang, Yifeng Yang

arxiv:2510.11296 v3 · 2025-10-13 · cs.CV · 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{DYL2KMPDEAIF24M2WH47GUZAST}

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	2026-05-26T02:03:58.091967Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e17a531e320105d719ab1f9f3532094ce92f136832599371b207411ff43980e

Aliases

arxiv: 2510.11296 · arxiv_version: 2510.11296v3 · doi: 10.48550/arxiv.2510.11296 · pith_short_12: DYL2KMPDEAIF · pith_short_16: DYL2KMPDEAIF24M2 · pith_short_8: DYL2KMPD

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/DYL2KMPDEAIF24M2WH47GUZAST \
  | 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: 1e17a531e320105d719ab1f9f3532094ce92f136832599371b207411ff43980e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5848da59b9018e9fe4d9689b008bf202210c77fc78d94fc56cb9ef41ee29e9e4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-10-13T11:36:58Z",
    "title_canon_sha256": "02ed115f85ae4454fae716001344c27eb689270f956fd717408a1aa1b9b2d712"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.11296",
    "kind": "arxiv",
    "version": 3
  }
}