Pith Number

pith:L2ISDPQQ

pith:2023:L2ISDPQQDZSIGAW3NMJHDX4HDC

not attested not anchored not stored refs pending

DualCoOp++: Fast and Effective Adaptation to Multi-Label Recognition with Limited Annotations

Kate Saenko, Ping Hu, Stan Sclaroff, Ximeng Sun

arxiv:2308.01890 v2 · 2023-08-03 · 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{L2ISDPQQDZSIGAW3NMJHDX4HDC}

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	2026-07-05T07:23:59.215323Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e9121be101e648302db6b1271df87189fb598b40b71a964cf104acc4b17506b

Aliases

arxiv: 2308.01890 · arxiv_version: 2308.01890v2 · doi: 10.48550/arxiv.2308.01890 · pith_short_12: L2ISDPQQDZSI · pith_short_16: L2ISDPQQDZSIGAW3 · pith_short_8: L2ISDPQQ

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/L2ISDPQQDZSIGAW3NMJHDX4HDC \
  | 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: 5e9121be101e648302db6b1271df87189fb598b40b71a964cf104acc4b17506b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ab454908ae159db4d516a17f6c5fae1e17044cc87744b9c8e91c381c7400e6e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-08-03T17:33:20Z",
    "title_canon_sha256": "5973d431c72d3c9c533124dbf2db87ca898d7162d787e8c4e10100f750e0eba5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.01890",
    "kind": "arxiv",
    "version": 2
  }
}