Pith Number

pith:GEINMZKM

pith:2024:GEINMZKMKDBZ2CW2TMQC6B2N4I

not attested not anchored not stored refs pending

Neural Dueling Bandits: Preference-Based Optimization with Human Feedback

Arun Verma, Bryan Kian Hsiang Low, Patrick Jaillet, Xiaoqiang Lin, Zhongxiang Dai

arxiv:2407.17112 v2 · 2024-07-24 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GEINMZKMKDBZ2CW2TMQC6B2N4I}

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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

2 papers in Pith

Linear and Neural Dueling Bandits with Delayed Feedback

Neural Variance-aware Dueling Bandits with Deep Representation and Shallow Exploration

Receipt and verification

First computed	2026-07-05T10:49:45.697137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3110d6654c50c39d0ada9b202f074de22f0c69a09dd0b987d729c2437f02a29c

Aliases

arxiv: 2407.17112 · arxiv_version: 2407.17112v2 · doi: 10.48550/arxiv.2407.17112 · pith_short_12: GEINMZKMKDBZ · pith_short_16: GEINMZKMKDBZ2CW2 · pith_short_8: GEINMZKM

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/GEINMZKMKDBZ2CW2TMQC6B2N4I \
  | 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: 3110d6654c50c39d0ada9b202f074de22f0c69a09dd0b987d729c2437f02a29c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab2e3c22ac34c067452af854ebf8d4de764bbce2705c1346104c880466c39fe5",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-24T09:23:22Z",
    "title_canon_sha256": "835b0823fcce3b77a4603f982e4ce7b51af2e6c75f22f430d4f605a1a2e8db46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17112",
    "kind": "arxiv",
    "version": 2
  }
}