Pith Number

pith:BXY6Z5YI

pith:2024:BXY6Z5YIIIUPOIUYI24OEYINHR

not attested not anchored not stored refs pending

SEAL: Safety-enhanced Aligned LLM Fine-tuning via Bilevel Data Selection

Han Shen, Payel Das, Pin-Yu Chen, Tianyi Chen

arxiv:2410.07471 v2 · 2024-10-09 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BXY6Z5YIIIUPOIUYI24OEYINHR}

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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

5 papers in Pith

Defending Against Harmful Supervision Hidden in Benign Samples

Activation Steering for Synthetic Data Generation: The Role of Diversity in Downstream Safety Detection

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey

BROS: Bias-Corrected Randomized Subspaces for Memory-Efficient Single-Loop Bilevel Optimization

Receipt and verification

First computed	2026-07-05T09:18:54.464794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0df1ecf7084228f7229846b8e2610d3c47610f9b152ee5756b5145ef0ef0fadd

Aliases

arxiv: 2410.07471 · arxiv_version: 2410.07471v2 · doi: 10.48550/arxiv.2410.07471 · pith_short_12: BXY6Z5YIIIUP · pith_short_16: BXY6Z5YIIIUPOIUY · pith_short_8: BXY6Z5YI

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/BXY6Z5YIIIUPOIUYI24OEYINHR \
  | 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: 0df1ecf7084228f7229846b8e2610d3c47610f9b152ee5756b5145ef0ef0fadd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b51dceff7c7b916fa158865bcabf3830a8aa7a2438c1dfac665d497fb43f86d0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-09T22:24:22Z",
    "title_canon_sha256": "2fcabf01881c1e39ab9b9a722376a470b0732eefd592682684fecc72fba29221"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07471",
    "kind": "arxiv",
    "version": 2
  }
}