Pith Number

pith:YZG53QL5

pith:2021:YZG53QL5TU6JPPMSKFGUBRL3UG

not attested not anchored not stored refs pending

Generalized Few-Shot Semantic Segmentation: All You Need is Fine-Tuning

Brian Price, Danna Gurari, Josh Myers-Dean, Scott Cohen, Yinan Zhao

arxiv:2112.10982 v3 · 2021-12-21 · 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{YZG53QL5TU6JPPMSKFGUBRL3UG}

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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.

Cited by

1 paper in Pith

Probabilistic Prototype Calibration of Vision-Language Models for Generalized Few-shot Semantic Segmentation

Receipt and verification

First computed	2026-07-05T04:08:17.627599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c64dddc17d9d3c97bd92514d40c57ba1b6d9598a84c24195f75f0a174e794b42

Aliases

arxiv: 2112.10982 · arxiv_version: 2112.10982v3 · doi: 10.48550/arxiv.2112.10982 · pith_short_12: YZG53QL5TU6J · pith_short_16: YZG53QL5TU6JPPMS · pith_short_8: YZG53QL5

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/YZG53QL5TU6JPPMSKFGUBRL3UG \
  | 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: c64dddc17d9d3c97bd92514d40c57ba1b6d9598a84c24195f75f0a174e794b42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a1cb62a60fb154582441d41450bea4e1bf9faaa601758b8a9f199d6b1408e3c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-12-21T04:44:57Z",
    "title_canon_sha256": "32c2d64d90f9d5b757f78415ae8f183b978b02753de692133b990ec347f62c4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.10982",
    "kind": "arxiv",
    "version": 3
  }
}