Pith Number

pith:D74YFFNT

pith:2024:D74YFFNTL5PC7FDBYBWOSXWTQL

not attested not anchored not stored refs pending

LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration

Huaibo Huang, Ran He, Yuang Ai

arxiv:2410.15385 v2 · 2024-10-20 · 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{D74YFFNTL5PC7FDBYBWOSXWTQL}

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

3 papers in Pith

Task-Guided Prompting for Unified Remote Sensing Image Restoration

Robust Promptable Video Object Segmentation

Continuous Expert Assembly: Instance-Conditioned Low-Rank Residuals for All-in-One Image Restoration

Receipt and verification

First computed	2026-07-05T09:36:15.376727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ff98295b35f5e2f9461c06ce95ed382fb05c8be9929f87a55bbe830f034c1d4

Aliases

arxiv: 2410.15385 · arxiv_version: 2410.15385v2 · doi: 10.48550/arxiv.2410.15385 · pith_short_12: D74YFFNTL5PC · pith_short_16: D74YFFNTL5PC7FDB · pith_short_8: D74YFFNT

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/D74YFFNTL5PC7FDBYBWOSXWTQL \
  | 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: 1ff98295b35f5e2f9461c06ce95ed382fb05c8be9929f87a55bbe830f034c1d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6c7ca487ec58930d5e0edba6220f87359ccb981c8e8c0d12006e3f1d5d61d07",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-20T13:00:24Z",
    "title_canon_sha256": "5b5a07cb2c1d01508d45ba6926986e3f7c73669c5da6c79b8115a4b0c9e7fa39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15385",
    "kind": "arxiv",
    "version": 2
  }
}