Pith Number

pith:QJOGUICQ

pith:2025:QJOGUICQEATEOJEWN5PSDTPYSN

not attested not anchored not stored refs pending

LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM Learning

Donghyun Kim, Kaihong Wang, Margrit Betke

arxiv:2507.13568 v2 · 2025-07-17 · 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{QJOGUICQEATEOJEWN5PSDTPYSN}

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.

Receipt and verification

First computed	2026-07-05T11:44:51.735383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

825c6a205020264724966f5f21cdf8934cd69fb03e99c09d3131237a63ea3dd5

Aliases

arxiv: 2507.13568 · arxiv_version: 2507.13568v2 · doi: 10.48550/arxiv.2507.13568 · pith_short_12: QJOGUICQEATE · pith_short_16: QJOGUICQEATEOJEW · pith_short_8: QJOGUICQ

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/QJOGUICQEATEOJEWN5PSDTPYSN \
  | 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: 825c6a205020264724966f5f21cdf8934cd69fb03e99c09d3131237a63ea3dd5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4e52b3f8330ce6d5b748f8ef3215aa30004f42930cd3decfb5b1c05a32d7c3c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-17T23:08:29Z",
    "title_canon_sha256": "a384d5c8c7fa3841929530993825e7318d2a02d1d29a4848207295b3f6c7d67c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.13568",
    "kind": "arxiv",
    "version": 2
  }
}