Pith Number

pith:FURQWXB7

pith:2025:FURQWXB7HZAV5B7ANZP72DMIFS

not attested not anchored not stored refs pending

EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness

Guanming Xiong, Haochen Li, Wen Zhao, Yunxiao Zhang

arxiv:2502.12494 v1 · 2025-02-18 · cs.LG · 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{FURQWXB7HZAV5B7ANZP72DMIFS}

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

1 paper in Pith

Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control

Receipt and verification

First computed	2026-07-05T10:15:56.498553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d230b5c3f3e415e87e06e5ffd0d882c8380dad87e45bd62d4941be4d92864a2

Aliases

arxiv: 2502.12494 · arxiv_version: 2502.12494v1 · doi: 10.48550/arxiv.2502.12494 · pith_short_12: FURQWXB7HZAV · pith_short_16: FURQWXB7HZAV5B7A · pith_short_8: FURQWXB7

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/FURQWXB7HZAV5B7ANZP72DMIFS \
  | 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: 2d230b5c3f3e415e87e06e5ffd0d882c8380dad87e45bd62d4941be4d92864a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01ba2615e629cc2b3fd9385585e7f0e05078f2e62939935dde34d7d731f80a67",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-18T03:21:18Z",
    "title_canon_sha256": "d927fe068a1c11055b58d718002c4f80c613e546f1e225c9d6c0eab8fb5f3330"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12494",
    "kind": "arxiv",
    "version": 1
  }
}