Pith. sign in
Pith Number

pith:CKHJFFWH

pith:2024:CKHJFFWHDV3RRLAR7CO2KLAGH4
not attested not anchored not stored refs pending

Compositional Zero-Shot Learning with Contextualized Cues and Adaptive Contrastive Training

Lina Yao, Yun Li, Zhe Liu

arxiv:2412.07161 v1 · 2024-12-10 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CKHJFFWHDV3RRLAR7CO2KLAGH4}

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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.
Receipt and verification
First computed 2026-07-05T09:47:04.902471Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

128e9296c71d7718ac11f89da52c063f1466cb92595c6c327657687fb3b40e26

Aliases

arxiv: 2412.07161 · arxiv_version: 2412.07161v1 · doi: 10.48550/arxiv.2412.07161 · pith_short_12: CKHJFFWHDV3R · pith_short_16: CKHJFFWHDV3RRLAR · pith_short_8: CKHJFFWH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CKHJFFWHDV3RRLAR7CO2KLAGH4 \
  | 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: 128e9296c71d7718ac11f89da52c063f1466cb92595c6c327657687fb3b40e26
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4c8752171f6816501ac98d53d72ba0dd5fff8435f2543520f56f49572eb34418",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-10T03:41:20Z",
    "title_canon_sha256": "aecf5ded1a1f9ad2f52d9a7ce68d9f33e2e5f9a2fa6ac1ffb6ccf2b70afa4e3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07161",
    "kind": "arxiv",
    "version": 1
  }
}