Pith Number

pith:SPI2MQQC

pith:2025:SPI2MQQCEC7B6WEVRGSW7R67RM

not attested not anchored not stored refs pending

Memory Limitations of Prompt Tuning in Transformers

Caroline Chaux, Mario Michelessa, Maxime Meyer, Vincent Y. F. Tan

arxiv:2509.00421 v1 · 2025-08-30 · 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{SPI2MQQCEC7B6WEVRGSW7R67RM}

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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

Training-Free Universal Approximation by Prompting Random Transformers

Receipt and verification

First computed	2026-07-05T12:02:15.956110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93d1a6420220be1f589589a56fc7df8b29b143f287dcd0e5e0b1f339aed26cda

Aliases

arxiv: 2509.00421 · arxiv_version: 2509.00421v1 · doi: 10.48550/arxiv.2509.00421 · pith_short_12: SPI2MQQCEC7B · pith_short_16: SPI2MQQCEC7B6WEV · pith_short_8: SPI2MQQC

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/SPI2MQQCEC7B6WEVRGSW7R67RM \
  | 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: 93d1a6420220be1f589589a56fc7df8b29b143f287dcd0e5e0b1f339aed26cda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c91b76884764b14db62365a21f8dbb4ff59b304d63946a46b16213deddac045e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-30T09:08:00Z",
    "title_canon_sha256": "de14f4ff9974b54bbd825ad48d2edb7779f1063527e9cfcc45f366daa8790664"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.00421",
    "kind": "arxiv",
    "version": 1
  }
}