Pith Number

pith:TAYJQZJH

pith:2024:TAYJQZJHQ7R5UC4C2IAZSAFHPO

not attested not anchored not stored refs pending

SPTNet: An Efficient Alternative Framework for Generalized Category Discovery with Spatial Prompt Tuning

Hongjun Wang, Kai Han, Sagar Vaze

arxiv:2403.13684 v3 · 2024-03-20 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TAYJQZJHQ7R5UC4C2IAZSAFHPO}

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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

4 papers in Pith

Identifying Latent Concepts and Structures for Generalized Category Discovery

SECOS: Semantic Capture for Rigorous Classification in Open-World Semi-Supervised Learning

Sparsity Hurts: Simple Linear Adapter Can Boost Generalized Category Discovery

PACO: Proxy-Task Alignment and Online Calibration for On-the-Fly Category Discovery

Receipt and verification

First computed	2026-07-05T10:34:37.372927Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

983098652787e3da0b82d2019900a77b85b3416f1a69cb78460cbf4fb1a36cc0

Aliases

arxiv: 2403.13684 · arxiv_version: 2403.13684v3 · doi: 10.48550/arxiv.2403.13684 · pith_short_12: TAYJQZJHQ7R5 · pith_short_16: TAYJQZJHQ7R5UC4C · pith_short_8: TAYJQZJH

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/TAYJQZJHQ7R5UC4C2IAZSAFHPO \
  | 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: 983098652787e3da0b82d2019900a77b85b3416f1a69cb78460cbf4fb1a36cc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c07187e8a1e89d34fbc101c9a86b9c91a78c21c51b728adcfba28b6d68d7567c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-20T15:41:39Z",
    "title_canon_sha256": "e467d71ca3a6296827867b0b073fe8ec791b86983a7d11277f77e8a2aa6b404a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.13684",
    "kind": "arxiv",
    "version": 3
  }
}