Pith Number

pith:6TWOZQKF

pith:2025:6TWOZQKFDRGOT3JYRM5FTDJOMA

not attested not anchored not stored refs pending

Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning

Igor Skrjanc, Mahardhika Pratama, M. Anwar Ma'sum

arxiv:2502.08181 v1 · 2025-02-12 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6TWOZQKFDRGOT3JYRM5FTDJOMA}

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.

Cited by

2 papers in Pith

Towards Long-Lived Robots: Continual Learning VLA Models via Reinforcement Fine-Tuning

Free-Flow Class-Incremental Learning: Towards Robust CIL under Variable Class Arrivals

Receipt and verification

First computed	2026-07-05T10:13:18.291623Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4ececc1451c4ce9ed388b3a598d2e600b3ac7facc87843ec0a416d81fad290c

Aliases

arxiv: 2502.08181 · arxiv_version: 2502.08181v1 · doi: 10.48550/arxiv.2502.08181 · pith_short_12: 6TWOZQKFDRGO · pith_short_16: 6TWOZQKFDRGOT3JY · pith_short_8: 6TWOZQKF

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/6TWOZQKFDRGOT3JYRM5FTDJOMA \
  | 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: f4ececc1451c4ce9ed388b3a598d2e600b3ac7facc87843ec0a416d81fad290c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "335a6be7cfc6557ed6ceb9978ffe4b629e5bec44430c02b1e3fccff443d43203",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T07:39:44Z",
    "title_canon_sha256": "d13d17148c4406d3cdf9ccac4f01b2965aaaf3574e07c5e1d97da4f65e4ebd54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08181",
    "kind": "arxiv",
    "version": 1
  }
}