Pith Number

pith:AS4DAGOV

pith:2026:AS4DAGOVD7LLWILH7EW3QV2F57

not attested not anchored not stored refs pending

A Regret Minimization Framework on Preference Learning in Large Language Models

Geon-Hyeong Kim, Jungwoo Lee, Moontae Lee, Suhwan Kim, Taehyun Cho, Youngsoo Jang, Yu Jin Kim

arxiv:2606.09124 v1 · 2026-06-08 · 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{AS4DAGOVD7LLWILH7EW3QV2F57}

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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.

Receipt and verification

First computed	2026-06-09T02:08:00.568654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04b83019d51fd6bb2167f92db85745efe887ff51c2757683345039ab9b841ac7

Aliases

arxiv: 2606.09124 · arxiv_version: 2606.09124v1 · doi: 10.48550/arxiv.2606.09124 · pith_short_12: AS4DAGOVD7LL · pith_short_16: AS4DAGOVD7LLWILH · pith_short_8: AS4DAGOV

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/AS4DAGOVD7LLWILH7EW3QV2F57 \
  | 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: 04b83019d51fd6bb2167f92db85745efe887ff51c2757683345039ab9b841ac7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0571f006cb58d663ac072e49867a19209018109bec6b4b93720f639eb2d5f22b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-08T07:18:44Z",
    "title_canon_sha256": "da9ce3ffd428f926e5714d5c02a4488080a4bc54f8495edb581e7a4af439b7a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09124",
    "kind": "arxiv",
    "version": 1
  }
}