Pith Number

pith:L5INGGAX

pith:2024:L5INGGAX7KZWX5SNKGHT4SZXFS

not attested not anchored not stored refs pending

Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation

Branislav Pecher, Ivan Srba, Jakub Simko, Jan Cegin, Maria Bielikova, Robert Belanec

arxiv:2406.12471 v2 · 2024-06-18 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L5INGGAX7KZWX5SNKGHT4SZXFS}

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	2026-07-05T09:42:26.833292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f50d31817fab36bf64d518f3e4b372ca8bd1705b373aaeed8cc6ceb9dfb6905

Aliases

arxiv: 2406.12471 · arxiv_version: 2406.12471v2 · doi: 10.48550/arxiv.2406.12471 · pith_short_12: L5INGGAX7KZW · pith_short_16: L5INGGAX7KZWX5SN · pith_short_8: L5INGGAX

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/L5INGGAX7KZWX5SNKGHT4SZXFS \
  | 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: 5f50d31817fab36bf64d518f3e4b372ca8bd1705b373aaeed8cc6ceb9dfb6905

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "039b6f72280ba556102b3d31b3687ae1ec8c2665c70690d60301879f802c7f48",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-18T10:20:36Z",
    "title_canon_sha256": "f84fef7b605e9cdaa8655351571d62ef73583c0a48e514d1d9f39f9cb032ec85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12471",
    "kind": "arxiv",
    "version": 2
  }
}