Pith Number

pith:ZQP4RXEL

pith:2024:ZQP4RXEL2COEAJIIPGUL236ZTR

not attested not anchored not stored refs pending

Few-Shot Class Incremental Learning via Robust Transformer Approach

Mahardhika Pratama, Naeem Paeedeh, Ryszard Kowalczyk, Sunu Wibirama, Wolfgang Mayer, Zehong Cao

arxiv:2405.05984 v1 · 2024-05-08 · cs.LG · 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{ZQP4RXEL2COEAJIIPGUL236ZTR}

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	2026-07-05T08:17:33.901695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc1fc8dc8bd09c40250879a8bd6fd99c7396f0a1121f551f79c11173ae77dd4b

Aliases

arxiv: 2405.05984 · arxiv_version: 2405.05984v1 · doi: 10.48550/arxiv.2405.05984 · pith_short_12: ZQP4RXEL2COE · pith_short_16: ZQP4RXEL2COEAJII · pith_short_8: ZQP4RXEL

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/ZQP4RXEL2COEAJIIPGUL236ZTR \
  | 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: cc1fc8dc8bd09c40250879a8bd6fd99c7396f0a1121f551f79c11173ae77dd4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c56c24d483efcc88844e67c0b37d035b29a5b974e3007e1cfbf671023c3f34b2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-08T03:35:52Z",
    "title_canon_sha256": "2559f9a89879c9ce05bcc2b6ff1730c7dc319edb2de5f3584db746dd45fe2bbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05984",
    "kind": "arxiv",
    "version": 1
  }
}