Pith Number

pith:FTHTTXYY

pith:2025:FTHTTXYYVTUBJPTHA5MW4KGIG4

not attested not anchored not stored refs pending

Embedding-to-Prefix: Parameter-Efficient Personalization for Pre-Trained Large Language Models

Andreas Damianou, Bernd Huber, Ghazal Fazelnia, Marco De Nadai, Max Lefarov, Mounia Lalmas-Roellke, Paul N. Bennett, Praveen Ravichandran, Sebastian Peleato

arxiv:2505.17051 v1 · 2025-05-16 · cs.CL · 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{FTHTTXYYVTUBJPTHA5MW4KGIG4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

Retrieval-Augmented Personalization with Foundation Models for Wearable Stress Detection

ClusterRAG: Cluster-Based Collaborative Filtering for Personalized Retrieval-Augmented Generation

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda

Receipt and verification

First computed	2026-07-05T11:07:46.215170Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ccf39df18ace814be6707596e28c83711611431781f85da5b1436d00fbcf02c

Aliases

arxiv: 2505.17051 · arxiv_version: 2505.17051v1 · doi: 10.48550/arxiv.2505.17051 · pith_short_12: FTHTTXYYVTUB · pith_short_16: FTHTTXYYVTUBJPTH · pith_short_8: FTHTTXYY

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/FTHTTXYYVTUBJPTHA5MW4KGIG4 \
  | 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: 2ccf39df18ace814be6707596e28c83711611431781f85da5b1436d00fbcf02c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ef18f6282273d3801a2da22476345529190a4bd65af05f7adb5bbfce0fec5dc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-16T13:34:25Z",
    "title_canon_sha256": "7a4a3246499ddd7e98b14ff65c55668506cf1b10175227e783336edde7d59435"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17051",
    "kind": "arxiv",
    "version": 1
  }
}