Pith Number

pith:2FKXPMT5

pith:2025:2FKXPMT553DEW23ED7OACI5YXO

not attested not anchored not stored refs pending

Solo Connection: A Parameter Efficient Fine-Tuning Technique for Transformers

Harsh Nilesh Pathak, Randy Paffenroth

arxiv:2507.14353 v1 · 2025-07-18 · cs.LG · cs.AI · 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{2FKXPMT553DEW23ED7OACI5YXO}

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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

1 paper in Pith

Principled Curriculum Learning using Parameter Continuation Methods

Receipt and verification

First computed	2026-07-05T11:40:04.780264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d15577b27deec64b6b641fdc0123b8bb931846c35d79038fb0bb54c28e65aa47

Aliases

arxiv: 2507.14353 · arxiv_version: 2507.14353v1 · doi: 10.48550/arxiv.2507.14353 · pith_short_12: 2FKXPMT553DE · pith_short_16: 2FKXPMT553DEW23E · pith_short_8: 2FKXPMT5

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/2FKXPMT553DEW23ED7OACI5YXO \
  | 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: d15577b27deec64b6b641fdc0123b8bb931846c35d79038fb0bb54c28e65aa47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83030f9c83dec0e6d337f3b1fdf402d1bebbe902a1a57d15bfc6db2b98241a12",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-18T20:11:50Z",
    "title_canon_sha256": "90a6f89282e0016ed94535bb466160d36959f84cee3343ba22f0a1a8a9793587"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14353",
    "kind": "arxiv",
    "version": 1
  }
}