Pith Number

pith:D442P6UZ

pith:2023:D442P6UZFIGD2ZD3KLF777SMTF

not attested not anchored not stored refs pending

Soft Merging: A Flexible and Robust Soft Model Merging Approach for Enhanced Neural Network Performance

Chao Liu, Hao Chen, Phuong Nguyen, Yelena Yesha, Yusen Wu

arxiv:2309.12259 v1 · 2023-09-21 · 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{D442P6UZFIGD2ZD3KLF777SMTF}

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	2026-07-05T06:53:00.785256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f39a7fa992a0c3d647b52cbfffe4c996e0ce7ad7e343fd7d96371fb86c9d3c1

Aliases

arxiv: 2309.12259 · arxiv_version: 2309.12259v1 · doi: 10.48550/arxiv.2309.12259 · pith_short_12: D442P6UZFIGD · pith_short_16: D442P6UZFIGD2ZD3 · pith_short_8: D442P6UZ

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/D442P6UZFIGD2ZD3KLF777SMTF \
  | 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: 1f39a7fa992a0c3d647b52cbfffe4c996e0ce7ad7e343fd7d96371fb86c9d3c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a8089346f2eefb10047a64a5d8349a76fe2bb3cb10d2bf95a7ac02055cd7ffb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-21T17:07:31Z",
    "title_canon_sha256": "207c10af2abb1950618ab085520ca5a670d947d3d33d9904e5240786a44a8be0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12259",
    "kind": "arxiv",
    "version": 1
  }
}