Pith Number

pith:KORKIZ3H

pith:2024:KORKIZ3HNYUDFDXBFBVOB7FXFJ

not attested not anchored not stored refs pending

Online Bandit Learning with Offline Preference Data for Improved RLHF

Akhil Agnihotri, Deepak Ramachandran, Rahul Jain, Zheng Wen

arxiv:2406.09574 v4 · 2024-06-13 · 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{KORKIZ3HNYUDFDXBFBVOB7FXFJ}

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

2 papers in Pith

Sample-Mean Anchored Thompson Sampling for Offline-to-Online Learning with Distribution Shift

Receipt and verification

First computed	2026-07-05T11:03:50.390450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53a2a467676e28328ee1286ae0fcb72a4920ae4b4a6dc252982a2a1e3365b569

Aliases

arxiv: 2406.09574 · arxiv_version: 2406.09574v4 · doi: 10.48550/arxiv.2406.09574 · pith_short_12: KORKIZ3HNYUD · pith_short_16: KORKIZ3HNYUDFDXB · pith_short_8: KORKIZ3H

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/KORKIZ3HNYUDFDXBFBVOB7FXFJ \
  | 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: 53a2a467676e28328ee1286ae0fcb72a4920ae4b4a6dc252982a2a1e3365b569

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0184652cbcfae728a358befb70374742a7a5553dcb05b9986641503cd34fad76",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-13T20:25:52Z",
    "title_canon_sha256": "d939572dbaa2b6ce2d58c3183f10e78b72d75a5b0456c54ad40a2829de540570"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09574",
    "kind": "arxiv",
    "version": 4
  }
}