Pith Number

pith:2P6ZXHSE

pith:2022:2P6ZXHSEQAPXHJPJOZH662EJGA

not attested not anchored not stored refs pending

Don't Stop Learning: Towards Continual Learning for the CLIP Model

Chunna Tian, Haoxuan Ding, Jingyuan Yang, Lingqiao Liu, Yuxuan Ding

arxiv:2207.09248 v2 · 2022-07-19 · 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{2P6ZXHSEQAPXHJPJOZH662EJGA}

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

6 papers in Pith

CMAP: Cross-Modal Adaptive Prompting for Multi-Domain Task-Incremental Learning

Little by Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting

iGSP:Implicit Gradient Subspace Projection for Efficient Continual Learning of Vision-Language Models

StructAlign: Structured Cross-Modal Alignment for Continual Text-to-Video Retrieval

Receipt and verification

First computed	2026-07-05T04:41:57.831944Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3fd9b9e44801f73a5e9764fef688930058648acb3f988f27cbcbc679379447d

Aliases

arxiv: 2207.09248 · arxiv_version: 2207.09248v2 · doi: 10.48550/arxiv.2207.09248 · pith_short_12: 2P6ZXHSEQAPX · pith_short_16: 2P6ZXHSEQAPXHJPJ · pith_short_8: 2P6ZXHSE

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/2P6ZXHSEQAPXHJPJOZH662EJGA \
  | 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: d3fd9b9e44801f73a5e9764fef688930058648acb3f988f27cbcbc679379447d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4017d0168d2e77ffc6f3cf5720306120e95c492bca3dac6bd9536ef52c654c9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-07-19T13:03:14Z",
    "title_canon_sha256": "dcd3d0c73db95a03e8230295279d101100944a38da79dc1ff0ce8537d6722850"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09248",
    "kind": "arxiv",
    "version": 2
  }
}