Pith Number

pith:MBCF2YU6

pith:2025:MBCF2YU64WYWT6FHFLBWF2EAAQ

not attested not anchored not stored refs pending

ConsNoTrainLoRA: Data-driven Weight Initialization of Low-rank Adapters using Constraints

Debasmit Das, Fatih Porikli, Hyoungwoo Park, Munawar Hayat, Seokeon Choi, Sungrack Yun

arxiv:2507.08044 v1 · 2025-07-09 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MBCF2YU64WYWT6FHFLBWF2EAAQ}

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	2026-07-05T11:35:16.274441Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60445d629ee5b169f8a72ac362e8800415d73fb4d4dd1239068203dc183c3412

Aliases

arxiv: 2507.08044 · arxiv_version: 2507.08044v1 · doi: 10.48550/arxiv.2507.08044 · pith_short_12: MBCF2YU64WYW · pith_short_16: MBCF2YU64WYWT6FH · pith_short_8: MBCF2YU6

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/MBCF2YU64WYWT6FHFLBWF2EAAQ \
  | 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: 60445d629ee5b169f8a72ac362e8800415d73fb4d4dd1239068203dc183c3412

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "558bb6cd9c96919551e61c7f24568a279f94a19d2a2c48818c91f0e0f472fb67",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-09T23:52:31Z",
    "title_canon_sha256": "2254cb7dc672aefac81cbec2d498165239f87995e380ed32ee13a567abb6236f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08044",
    "kind": "arxiv",
    "version": 1
  }
}