Pith. sign in
Pith Number

pith:2USS25BZ

pith:2024:2USS25BZFMBF25YI536OASZSN3
not attested not anchored not stored refs pending

Teaching VLMs to Localize Specific Objects from In-context Examples

Assaf Arbelle, Eli Schwartz, Hilde Kuehne, James Glass, Leonid Karlinsky, M. Jehanzeb Mirza, Nimrod Shabtay, Raja Giryes, Rogerio Feris, Shimon Ullman, Sivan Doveh, Wei Lin

arxiv:2411.13317 v2 · 2024-11-20 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2USS25BZFMBF25YI536OASZSN3}

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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 2026-07-05T10:30:03.090204Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d5252d74392b025d7708eefce04b326ecdaaec33d30c9771e648b1da1f48a075

Aliases

arxiv: 2411.13317 · arxiv_version: 2411.13317v2 · doi: 10.48550/arxiv.2411.13317 · pith_short_12: 2USS25BZFMBF · pith_short_16: 2USS25BZFMBF25YI · pith_short_8: 2USS25BZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2USS25BZFMBF25YI536OASZSN3 \
  | 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: d5252d74392b025d7708eefce04b326ecdaaec33d30c9771e648b1da1f48a075
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "842a357facb8c9f1bf6ef7b2c70d339b9b9ff9666f03bf14c861faef5330a119",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-20T13:34:22Z",
    "title_canon_sha256": "5e7ab526252cbe687405ad657c43bec883e2b9bbb2b796b22f3fdf943fe1f16d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13317",
    "kind": "arxiv",
    "version": 2
  }
}