Pith Number

pith:4EDF4ZY2

pith:2025:4EDF4ZY2SLGPPG7VU3Y3R2LQSF

not attested not anchored not stored refs pending

LoRA-BAM: Input Filtering for Fine-tuned LLMs via Boxed Abstraction Monitors over LoRA Layers

Changshun Wu, Chih-Hong Cheng, Saddek Bensalem, Tianyi Duan

arxiv:2506.00998 v1 · 2025-06-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4EDF4ZY2SLGPPG7VU3Y3R2LQSF}

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	2026-07-05T11:13:44.225719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1065e671a92ccf79bf5a6f1b8e970916cd05ed9bbe81c9773cc8d2b8113046f

Aliases

arxiv: 2506.00998 · arxiv_version: 2506.00998v1 · doi: 10.48550/arxiv.2506.00998 · pith_short_12: 4EDF4ZY2SLGP · pith_short_16: 4EDF4ZY2SLGPPG7V · pith_short_8: 4EDF4ZY2

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/4EDF4ZY2SLGPPG7VU3Y3R2LQSF \
  | 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: e1065e671a92ccf79bf5a6f1b8e970916cd05ed9bbe81c9773cc8d2b8113046f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8bc6f1d52806388c564d0df8d481ea88882090251c9176a2e062da092cb99e4f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-01T12:58:32Z",
    "title_canon_sha256": "2217b7c9e4a25fdf29fc2b05edd053b2643e9b6435e74dde25b9b9427e5008f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00998",
    "kind": "arxiv",
    "version": 1
  }
}