Pith Number

pith:C4HMXMNB

pith:2024:C4HMXMNBWGUWHUVSXLSVM4R74S

not attested not anchored not stored refs pending

Personalized Adaptation via In-Context Preference Learning

Allison Lau, Keertana Chidambaram, Rahul G. Krishnan, Vahid Balazadeh, Vasilis Syrgkanis, Younwoo Choi

arxiv:2410.14001 v1 · 2024-10-17 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C4HMXMNBWGUWHUVSXLSVM4R74S}

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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

Large Language Models Should Learn Personalized Rather Than Aggregated Human Preferences

Receipt and verification

First computed	2026-07-05T09:22:25.632696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

170ecbb1a1b1a963d2b2bae556723fe49c2c0d845bc753207d956d3b9304b91f

Aliases

arxiv: 2410.14001 · arxiv_version: 2410.14001v1 · doi: 10.48550/arxiv.2410.14001 · pith_short_12: C4HMXMNBWGUW · pith_short_16: C4HMXMNBWGUWHUVS · pith_short_8: C4HMXMNB

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/C4HMXMNBWGUWHUVSXLSVM4R74S \
  | 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: 170ecbb1a1b1a963d2b2bae556723fe49c2c0d845bc753207d956d3b9304b91f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbce5d599ca9be912be506045ac4efcf70f862ac29f2ca79f4b3f4a54c7d5fd5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-17T20:06:02Z",
    "title_canon_sha256": "efd60f9ef190cb781ff4269cb7a1e155fd02e1747d3cb787801dcd7ce2430150"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14001",
    "kind": "arxiv",
    "version": 1
  }
}