Pith Number

pith:MEMU25GU

pith:2024:MEMU25GUUQAJ5DHBA5KQJGPMBQ

not attested not anchored not stored refs pending

Fundamental Limits of Prompt Tuning Transformers: Universality, Capacity and Efficiency

Ammar Gilani, Chenyang Li, Han Liu, Jerry Yao-Chieh Hu, Wei-Po Wang, Zhao Song

arxiv:2411.16525 v2 · 2024-11-25 · cs.LG · cs.AI · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MEMU25GUUQAJ5DHBA5KQJGPMBQ}

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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

Transformer Approximations from ReLUs

Receipt and verification

First computed	2026-07-05T11:16:52.776558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61194d74d4a4009e8ce107550499ec0c17e7f2ba6d8e2d9fb92210e6bf07d8c2

Aliases

arxiv: 2411.16525 · arxiv_version: 2411.16525v2 · doi: 10.48550/arxiv.2411.16525 · pith_short_12: MEMU25GUUQAJ · pith_short_16: MEMU25GUUQAJ5DHB · pith_short_8: MEMU25GU

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/MEMU25GUUQAJ5DHBA5KQJGPMBQ \
  | 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: 61194d74d4a4009e8ce107550499ec0c17e7f2ba6d8e2d9fb92210e6bf07d8c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8d3f86d47bcd9dd0b3bb1a1b80b2817f2eaca3a151f12df09e331cad8de57bb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T16:12:17Z",
    "title_canon_sha256": "b9dfe45567d9a6ccb939b679406321b7b9deb4f1381fc10241818ac83cf2e8c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16525",
    "kind": "arxiv",
    "version": 2
  }
}