Pith Number

pith:HJOEX2J2

pith:2023:HJOEX2J2W6X67EFAMF5NFS53RY

not attested not anchored not stored refs pending

LoRA ensembles for large language model fine-tuning

Laurence Aitchison, Maja Rudolph, Xi Wang

arxiv:2310.00035 v2 · 2023-09-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HJOEX2J2W6X67EFAMF5NFS53RY}

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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

13 papers in Pith

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models

Bayesian Sparse Low-Rank Adaptation for Large Language Model Uncertainty Estimation

BaRA: Bayesian Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning

Conf-Gen: Conformal Uncertainty Quantification for Generative Models

Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs

Receipt and verification

First computed	2026-07-05T06:57:26.969970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a5c4be93ab7afef90a0617ad2cbbb8e1b32f21cd82cf2e69343d3b318a3b569

Aliases

arxiv: 2310.00035 · arxiv_version: 2310.00035v2 · doi: 10.48550/arxiv.2310.00035 · pith_short_12: HJOEX2J2W6X6 · pith_short_16: HJOEX2J2W6X67EFA · pith_short_8: HJOEX2J2

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/HJOEX2J2W6X67EFAMF5NFS53RY \
  | 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: 3a5c4be93ab7afef90a0617ad2cbbb8e1b32f21cd82cf2e69343d3b318a3b569

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6817a7cf3282400dd6a02991a506b8647c59a69de3bcd6987e3e220298b4a87e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-29T16:38:38Z",
    "title_canon_sha256": "3b6f578e3aa4b9d0e7d2bbe2cc7c21bedd3347cad81f0e2fdea43488f9c6b60b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00035",
    "kind": "arxiv",
    "version": 2
  }
}