Pith Number

pith:AJABAHI6

pith:2024:AJABAHI6VZ2KHHFOVBDYL6SN5G

not attested not anchored not stored refs pending

LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views

Ed H. Chi, Huan Gui, Liang Liu, Lichan Hong, Qingyun Liu, Shuchao Bi, Steven Euijong Whang, Yujin Tang, Yuji Roh, Zhe Yuan, Zhe Zhao

arxiv:2402.04644 v2 · 2024-02-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AJABAHI6VZ2KHHFOVBDYL6SN5G}

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

Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation

Receipt and verification

First computed	2026-07-05T08:34:12.724767Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0240101d1eae74a39caea84785fa4de996b79bb865e387e1d4cffbeba3a86a6d

Aliases

arxiv: 2402.04644 · arxiv_version: 2402.04644v2 · doi: 10.48550/arxiv.2402.04644 · pith_short_12: AJABAHI6VZ2K · pith_short_16: AJABAHI6VZ2KHHFO · pith_short_8: AJABAHI6

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/AJABAHI6VZ2KHHFOVBDYL6SN5G \
  | 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: 0240101d1eae74a39caea84785fa4de996b79bb865e387e1d4cffbeba3a86a6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f320c9cb7bc5bb4425cfc6fe5ca5c839a15c82044c8367d36be85f30729ede8a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T08:16:40Z",
    "title_canon_sha256": "6b226684c6248332895ffb8cf70a344200a24a09c3f0a28c1d14b29518f6ada7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04644",
    "kind": "arxiv",
    "version": 2
  }
}