Pith Number

pith:KTDH73EB

pith:2025:KTDH73EBAHSDNXIKKM4VKXYYM6

not attested not anchored not stored refs pending

Optimization-Inspired Few-Shot Adaptation for Large Language Models

Boyan Gao, David Clifton, Xin Wang, Yibo Yang

arxiv:2505.19107 v1 · 2025-05-25 · 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{KTDH73EBAHSDNXIKKM4VKXYYM6}

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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

2 papers in Pith

BoostLLM: Boosting-inspired LLM Fine-tuning for Few-shot Tabular Classification

Receipt and verification

First computed	2026-07-05T11:09:24.969156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54c67fec8101e436dd0a5339555f1867ab58ae5af848cdc0b86b2b8d0dbf06e6

Aliases

arxiv: 2505.19107 · arxiv_version: 2505.19107v1 · doi: 10.48550/arxiv.2505.19107 · pith_short_12: KTDH73EBAHSD · pith_short_16: KTDH73EBAHSDNXIK · pith_short_8: KTDH73EB

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/KTDH73EBAHSDNXIKKM4VKXYYM6 \
  | 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: 54c67fec8101e436dd0a5339555f1867ab58ae5af848cdc0b86b2b8d0dbf06e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e20732722b7e5d4c3ab8c3cd1b59ca05e6e295222e156d9052562a177489443a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-25T11:54:23Z",
    "title_canon_sha256": "3a4018cd8c6e6aaec8b5076541fdf824e196eacd0c5a4f460b7673c103ee8d49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19107",
    "kind": "arxiv",
    "version": 1
  }
}