Pith Number

pith:H2AMZNXS

pith:2024:H2AMZNXSRQJZCCVTEJAG7R7DSP

not attested not anchored not stored refs pending

Mitigating Training Imbalance in LLM Fine-Tuning via Selective Parameter Merging

Hanyu Zhao, Siqi Fan, Xingrun Xing, Yiming Ju, Zheng Zhang, Zhixiong Zeng, Ziyi Ni

arxiv:2410.03743 v1 · 2024-10-01 · 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{H2AMZNXSRQJZCCVTEJAG7R7DSP}

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

RefPentester: A Knowledge-Informed Self-Reflective Penetration Testing Framework Based on Large Language Models

Receipt and verification

First computed	2026-07-05T09:16:24.268931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e80ccb6f28c13910ab322406fc7e393ec0dd06d4573c958aadd2b6f3fa62fa0

Aliases

arxiv: 2410.03743 · arxiv_version: 2410.03743v1 · doi: 10.48550/arxiv.2410.03743 · pith_short_12: H2AMZNXSRQJZ · pith_short_16: H2AMZNXSRQJZCCVT · pith_short_8: H2AMZNXS

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/H2AMZNXSRQJZCCVTEJAG7R7DSP \
  | 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: 3e80ccb6f28c13910ab322406fc7e393ec0dd06d4573c958aadd2b6f3fa62fa0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd72ac23c33bf06abf94c2dfa1233308d6b587a2a8e8014c7affb26d4362313c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-01T08:44:31Z",
    "title_canon_sha256": "796373efc50b7a50220c7f5fb6b68afe2ba58888c28ef2839f4f35f77506155b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03743",
    "kind": "arxiv",
    "version": 1
  }
}