Pith Number

pith:AL4VNQDF

pith:2025:AL4VNQDFMZJLYCVL2S6WZXJACQ

not attested not anchored not stored refs pending

Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need

Chenhao Ding, Jizhou Han, Qiang Wang, Xiang Song, Xinyuan Gao, Yihong Gong, Yuhang He

arxiv:2505.23744 v1 · 2025-05-29 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{AL4VNQDFMZJLYCVL2S6WZXJACQ}

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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

Few-Shot Domain Incremental Learning via Continual Vision-Language Consolidation

Receipt and verification

First computed	2026-07-05T11:12:13.561087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02f956c0656652bc0aabd4bd6cdd20140fa30e2fbef926f99f8d348b4e2e6e22

Aliases

arxiv: 2505.23744 · arxiv_version: 2505.23744v1 · doi: 10.48550/arxiv.2505.23744 · pith_short_12: AL4VNQDFMZJL · pith_short_16: AL4VNQDFMZJLYCVL · pith_short_8: AL4VNQDF

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/AL4VNQDFMZJLYCVL2S6WZXJACQ \
  | 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: 02f956c0656652bc0aabd4bd6cdd20140fa30e2fbef926f99f8d348b4e2e6e22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d442b5e189d925a13dfa31d3ae9089bbb3ca6a586eaece99fcd503a50241477",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-29T17:58:57Z",
    "title_canon_sha256": "3542491aa65d6dc8607a50a2ef1f7cab5380e5962bf2a09fe4fb90fd9a052921"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23744",
    "kind": "arxiv",
    "version": 1
  }
}