Pith Number

pith:ODAVCNAF

pith:2025:ODAVCNAFU23JFLHUU2VXEGIG3N

not attested not anchored not stored refs pending

Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models

Chenhao Ding, Jiangyang Li, Jizhou Han, Qiang Wang, SongLin Dong, Yihong Gong, Yuhang He

arxiv:2505.07690 v1 · 2025-05-12 · cs.CV

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\usepackage{pith}
\pithnumber{ODAVCNAFU23JFLHUU2VXEGIG3N}

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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

BPG: Balancing Plasticity and Generalization for Domain Incremental Learning

Receipt and verification

First computed	2026-07-05T11:01:51.766265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70c1513405a6b692acf4a6ab721906db62a977c7d49c99b9e886e31d398ad3e7

Aliases

arxiv: 2505.07690 · arxiv_version: 2505.07690v1 · doi: 10.48550/arxiv.2505.07690 · pith_short_12: ODAVCNAFU23J · pith_short_16: ODAVCNAFU23JFLHU · pith_short_8: ODAVCNAF

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/ODAVCNAFU23JFLHUU2VXEGIG3N \
  | 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: 70c1513405a6b692acf4a6ab721906db62a977c7d49c99b9e886e31d398ad3e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4e5243698c25e7b37062029f0b5f43656f8a273f0ffbc2e2fd892fb69df69bb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-12T15:56:23Z",
    "title_canon_sha256": "f8297f1824b7f65b653a3ea0667ba527ff7da7b1bcc440d40f7833d8d7184b5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07690",
    "kind": "arxiv",
    "version": 1
  }
}