Pith. sign in
Pith Number

pith:DRMFJVTZ

pith:2024:DRMFJVTZPD52BBPV62SVFIQBPM
not attested not anchored not stored refs pending

$S^3$: Synonymous Semantic Space for Improving Zero-Shot Generalization of Vision-Language Models

Bing Cao, Qilong Wang, Qinghua Hu, Xiaojie Yin

arxiv:2412.04925 v1 · 2024-12-06 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DRMFJVTZPD52BBPV62SVFIQBPM}

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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 2026-07-05T09:45:26.168144Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1c5854d67978fba085f5f6a552a2017b222e36548495387bd731caf1d5386233

Aliases

arxiv: 2412.04925 · arxiv_version: 2412.04925v1 · doi: 10.48550/arxiv.2412.04925 · pith_short_12: DRMFJVTZPD52 · pith_short_16: DRMFJVTZPD52BBPV · pith_short_8: DRMFJVTZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DRMFJVTZPD52BBPV62SVFIQBPM \
  | 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: 1c5854d67978fba085f5f6a552a2017b222e36548495387bd731caf1d5386233
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6f75c5d217a6f3bae18d94cc4bc17915b6d303e41af0b8de47ebaae03633dde6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-06T10:26:51Z",
    "title_canon_sha256": "dbf49d27522f21c626df03430c053858bcc2fe51e9335bbaf44a381e4ef707d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04925",
    "kind": "arxiv",
    "version": 1
  }
}