Pith Number

pith:5SADATOL

pith:2025:5SADATOLXIELUOJZ6SGB54PO3Z

not attested not anchored not stored refs pending

Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs

Cees G. M. Snoek, Chang Che, Hui Ma, Meng Wang, Qi Wang, Zenglin Shi, Ziqi Wang

arxiv:2511.20158 v2 · 2025-11-25 · cs.CV

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\usepackage{pith}
\pithnumber{5SADATOLXIELUOJZ6SGB54PO3Z}

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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

3 papers in Pith

CRAM: Centroid-Routing and Adaptive MoE for Multimodal Continual Instruction Tuning

ProtoAda: Prototype-Guided Adaptive Adapter Expansion and Geometric Consolidation for Multimodal Continual Instruction Tuning

StrLoRA: Towards Streaming Continual Visual Instruction Tuning for MLLMs

Receipt and verification

First computed	2026-06-05T01:14:31.214339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec80304dcbba08ba3939f48c1ef1eede4ee84e37170d82f06fc3f5156ffde50b

Aliases

arxiv: 2511.20158 · arxiv_version: 2511.20158v2 · doi: 10.48550/arxiv.2511.20158 · pith_short_12: 5SADATOLXIEL · pith_short_16: 5SADATOLXIELUOJZ · pith_short_8: 5SADATOL

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/5SADATOLXIELUOJZ6SGB54PO3Z \
  | 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: ec80304dcbba08ba3939f48c1ef1eede4ee84e37170d82f06fc3f5156ffde50b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0eea502c22ba417a4a6a5c7567daa8f107e0cfbb529b7b8ed7570681d1cac9b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-11-25T10:34:51Z",
    "title_canon_sha256": "806ca48c1001c66416f11ef72976408759049eae3f7240c387be24b1b69dccf2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.20158",
    "kind": "arxiv",
    "version": 2
  }
}