Pith Number

pith:JH5E2DBM

pith:2024:JH5E2DBML3DSLGVMTPKX44PAML

not attested not anchored not stored refs pending

LLM Unlearning via Loss Adjustment with Only Forget Data

Ankit Parag Shah, Chris Yuhao Liu, Jiaheng Wei, Jinlong Pang, Quan Liu, Wei Wei, Yang Liu, Yaxuan Wang, Yujia Bao

arxiv:2410.11143 v1 · 2024-10-14 · cs.CL · cs.AI · 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{JH5E2DBML3DSLGVMTPKX44PAML}

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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

4 papers in Pith

TRACER: Token ReAssignment for Concept ERasure in Generative Recommendation

MPU: Towards Secure and Privacy-Preserving Knowledge Unlearning for Large Language Models

BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning

Less is More: Geometric Unlearning for LLMs with Minimal Data Disclosure

Receipt and verification

First computed	2026-07-05T09:20:29.886207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49fa4d0c2c5ec7259aac9bd57e71e062f3f0ab7602bf6f5d9c78b1114e974dc2

Aliases

arxiv: 2410.11143 · arxiv_version: 2410.11143v1 · doi: 10.48550/arxiv.2410.11143 · pith_short_12: JH5E2DBML3DS · pith_short_16: JH5E2DBML3DSLGVM · pith_short_8: JH5E2DBM

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/JH5E2DBML3DSLGVMTPKX44PAML \
  | 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: 49fa4d0c2c5ec7259aac9bd57e71e062f3f0ab7602bf6f5d9c78b1114e974dc2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "214783027234f7741ad69dd334422a4a92c6c267b3584b8e1a9b3273b4ac0852",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-14T23:43:33Z",
    "title_canon_sha256": "db82902af335bc511fbe1bed87d32782b3f565f56f716a55adfcf3352952eee1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11143",
    "kind": "arxiv",
    "version": 1
  }
}