Pith Number

pith:CZNJS46T

pith:2025:CZNJS46TGCZAFCDEO6GAFRRHRS

not attested not anchored not stored refs pending

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting

Alexandra Gomez-Villa, Dipam Goswami, Joost Van De Weijer, Linlan Huang, Qiuhe Hong, Xialei Liu, Yonghong Tian, Yuyang Liu

arxiv:2508.04227 v2 · 2025-08-06 · 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{CZNJS46TGCZAFCDEO6GAFRRHRS}

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

Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era

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

DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing

MAny: Merge Anything for Multimodal Continual Instruction Tuning

AIM: Asymmetric Information Masking for Visual Question Answering Continual Learning

Receipt and verification

First computed	2026-05-20T00:02:52.750142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

165a9973d330b2028864778c02c6278c98b00fdabfa2987107a1034a372d91b5

Aliases

arxiv: 2508.04227 · arxiv_version: 2508.04227v2 · doi: 10.48550/arxiv.2508.04227 · pith_short_12: CZNJS46TGCZA · pith_short_16: CZNJS46TGCZAFCDE · pith_short_8: CZNJS46T

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/CZNJS46TGCZAFCDEO6GAFRRHRS \
  | 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: 165a9973d330b2028864778c02c6278c98b00fdabfa2987107a1034a372d91b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3af2cb538ba47d7a8846cc2ee195f83d4f58cddafd51b792588760fa363ce34b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-06T09:03:10Z",
    "title_canon_sha256": "dec47ffcee357ab6f11f26ce337ad22c1a12d46c2cf4bf17d2494f289baf2455"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04227",
    "kind": "arxiv",
    "version": 2
  }
}