Pith Number

pith:YKRUGGKT

pith:2025:YKRUGGKT2JX63MZNVZH7ODLEKB

not attested not anchored not stored refs pending

Continual Learning Should Move Beyond Incremental Classification

Antonio Alliegro, Antonio Carta, Carlo D'Eramo, Dustin Carri\'on-Ojeda, Fabian Hinder, Francesca Pistilli, Georgia Chalvatzaki, Gido M van de Ven, Kristian Kersting, Martin Mundt, Nikhil Churamani, Raffaello Camoriano, Robin Hesse, Roshni Ramanna Kamath, Rupert Mitchell, Samin Hamidi, Simone Schaub-Meyer, Subarnaduti Paul, Tinne Tuytelaars, Vincenzo Lomonaco

arxiv:2502.11927 v1 · 2025-02-17 · 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{YKRUGGKT2JX63MZNVZH7ODLEKB}

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

1 paper in Pith

Forgetting in Language Models: Capacity, Optimization, and Self-Generated Replay

Receipt and verification

First computed	2026-07-05T10:15:36.299605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2a3431953d26fedb32dae4ff70d64504c8d501013beeb61e265a785ea869016

Aliases

arxiv: 2502.11927 · arxiv_version: 2502.11927v1 · doi: 10.48550/arxiv.2502.11927 · pith_short_12: YKRUGGKT2JX6 · pith_short_16: YKRUGGKT2JX63MZN · pith_short_8: YKRUGGKT

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/YKRUGGKT2JX63MZNVZH7ODLEKB \
  | 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: c2a3431953d26fedb32dae4ff70d64504c8d501013beeb61e265a785ea869016

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac3a9734a17c22673ea8a6f9acbfd3687774f2985e7b0fa63ead1a86a3ae4127",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T15:40:13Z",
    "title_canon_sha256": "693f8eec9d2197e2c034f5955137b136a158d090fee2b7f110f80873ab1492ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11927",
    "kind": "arxiv",
    "version": 1
  }
}