Pith Number

pith:XS6TBDEX

pith:2025:XS6TBDEXYPGJGJCOASEP3CHUKV

not attested not anchored not stored refs pending

Ask and Remember: A Questions-Only Replay Strategy for Continual Visual Question Answering

Enzo Tartaglione, Imad Eddine Marouf, Joost Van De Weijer, Stephane Lathuiliere

arxiv:2502.04469 v2 · 2025-02-06 · cs.CV · 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{XS6TBDEXYPGJGJCOASEP3CHUKV}

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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

4 papers in Pith

Attention-Spectrum Regularization for Replay-Free Continual Multimodal LLMs

InduceKV: Fixed-Footprint Continual Adaptation of Multimodal LLMs via Inducing KV Memories

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting

AIM: Asymmetric Information Masking for Visual Question Answering Continual Learning

Receipt and verification

First computed	2026-07-05T11:44:00.931262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcbd308c97c3cc93244e0488fd88f45541a0a9bf9dfed3881a148d2b02648e8c

Aliases

arxiv: 2502.04469 · arxiv_version: 2502.04469v2 · doi: 10.48550/arxiv.2502.04469 · pith_short_12: XS6TBDEXYPGJ · pith_short_16: XS6TBDEXYPGJGJCO · pith_short_8: XS6TBDEX

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/XS6TBDEXYPGJGJCOASEP3CHUKV \
  | 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: bcbd308c97c3cc93244e0488fd88f45541a0a9bf9dfed3881a148d2b02648e8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0742713f38eb2b932d3763b96bee3bafa2dfbeeff52b4ce59a4f8ee5e70cec81",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-06T19:37:43Z",
    "title_canon_sha256": "ac1f3309ef863de5ed851909a6a4807cdf4146a1d2fd9dd5102bcc122b00ecb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04469",
    "kind": "arxiv",
    "version": 2
  }
}