Pith Number

pith:QOLC7CUF

pith:2024:QOLC7CUFCBXGX3NTLXUTNFHNCZ

not attested not anchored not stored refs pending

One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering

Davide Talon, Deepayan Das, Elisa Ricci, Massimiliano Mancini, Yiming Wang

arxiv:2411.02210 v2 · 2024-11-04 · 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{QOLC7CUFCBXGX3NTLXUTNFHNCZ}

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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

1 paper in Pith

Efficient Few-Shot Continual Learning in Vision-Language Models

Receipt and verification

First computed	2026-07-05T10:33:39.202812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83962f8a85106e6bedb35de93694ed16555859aa8ea5fe62633530400fd515e8

Aliases

arxiv: 2411.02210 · arxiv_version: 2411.02210v2 · doi: 10.48550/arxiv.2411.02210 · pith_short_12: QOLC7CUFCBXG · pith_short_16: QOLC7CUFCBXGX3NT · pith_short_8: QOLC7CUF

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/QOLC7CUFCBXGX3NTLXUTNFHNCZ \
  | 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: 83962f8a85106e6bedb35de93694ed16555859aa8ea5fe62633530400fd515e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "632fa9183947bc2576cd47ca08677c5e1e474862e6c35fd1becff4dc6c0c8647",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-04T16:04:59Z",
    "title_canon_sha256": "deee6b5e7308269371ca30bc96b3d88532b9787611da0e32507c7ebcfa8669dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02210",
    "kind": "arxiv",
    "version": 2
  }
}