Pith Number

pith:LTSGT37X

pith:2024:LTSGT37XDAJC6VJQIW3S2XHONM

not attested not anchored not stored refs pending

CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning

Chengyan Liu, Fan Lyu, Fuyuan Hu, Kaile Du, Linglan Zhao, Tao Zhou

arxiv:2412.12654 v1 · 2024-12-17 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LTSGT37XDAJC6VJQIW3S2XHONM}

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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

Ambiguity-Guided Learnable Distribution Calibration for Semi-Supervised Few-Shot Class-Incremental Learning

Receipt and verification

First computed	2026-07-05T09:50:18.675788Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ce469eff718122f553045b72d5cee6b1f98a267e908c20a1582990a470a28d9

Aliases

arxiv: 2412.12654 · arxiv_version: 2412.12654v1 · doi: 10.48550/arxiv.2412.12654 · pith_short_12: LTSGT37XDAJC · pith_short_16: LTSGT37XDAJC6VJQ · pith_short_8: LTSGT37X

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/LTSGT37XDAJC6VJQIW3S2XHONM \
  | 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: 5ce469eff718122f553045b72d5cee6b1f98a267e908c20a1582990a470a28d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39721469214e84fd73afd2463f33a56b8401f55c064168c00e2f1ed19b0a864b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-17T08:21:46Z",
    "title_canon_sha256": "e89f2d95df61edf97f78844a5f13a75864096e589c5bd028c93c3b449dbccdfd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12654",
    "kind": "arxiv",
    "version": 1
  }
}