Pith Number

pith:NPZCZGHR

pith:2024:NPZCZGHRUW3TJ3XBCG7SXVRWIC

not attested not anchored not stored refs pending

Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning

Anton van den Hengel, Dong Gong, Ehsan Abbasnejad, Mark D. McDonnell

arxiv:2403.07356 v1 · 2024-03-12 · cs.CV · 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{NPZCZGHRUW3TJ3XBCG7SXVRWIC}

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

Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse

Receipt and verification

First computed	2026-07-05T07:55:02.519587Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bf22c98f1a5b734eee111bf2bd63640a695f23dd3fbd8373e71132103801ffb

Aliases

arxiv: 2403.07356 · arxiv_version: 2403.07356v1 · doi: 10.48550/arxiv.2403.07356 · pith_short_12: NPZCZGHRUW3T · pith_short_16: NPZCZGHRUW3TJ3XB · pith_short_8: NPZCZGHR

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/NPZCZGHRUW3TJ3XBCG7SXVRWIC \
  | 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: 6bf22c98f1a5b734eee111bf2bd63640a695f23dd3fbd8373e71132103801ffb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee66316929fed7c45ab363e3dd072d5b3bccf4f4c90e616cdab3150e0ea849a6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-12T06:29:54Z",
    "title_canon_sha256": "ab52c1d23c72d8bdc9f28b6ab0fc8f8443da1fdd5d2dc594dfb602fb083acfab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07356",
    "kind": "arxiv",
    "version": 1
  }
}