Pith Number

pith:QYZC66WY

pith:2024:QYZC66WYDIWOKVDUNSVXWMC3G7

not attested not anchored not stored refs pending

Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts

Han Zhao, Haoxiang Wang, Tengyang Xie, Tong Zhang, Wei Xiong

arxiv:2406.12845 v1 · 2024-06-18 · 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{QYZC66WYDIWOKVDUNSVXWMC3G7}

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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

8 papers in Pith

GEOALIGN: Geometric Rollout Curation for Robust LLM Reinforcement Learning

RewardBench 2: Advancing Reward Model Evaluation

On the Overscaling Curse of Parallel Thinking: System Efficacy Contradicts Sample Efficiency

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion

OpsLLM: Construction of Large Language Model for Software Operations with Multi-stage Learning

Receipt and verification

First computed	2026-07-05T08:33:51.912118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86322f7ad81a2ce554746cab7b305b37ce2986861d804b2f2086f0abaf505363

Aliases

arxiv: 2406.12845 · arxiv_version: 2406.12845v1 · doi: 10.48550/arxiv.2406.12845 · pith_short_12: QYZC66WYDIWO · pith_short_16: QYZC66WYDIWOKVDU · pith_short_8: QYZC66WY

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/QYZC66WYDIWOKVDUNSVXWMC3G7 \
  | 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: 86322f7ad81a2ce554746cab7b305b37ce2986861d804b2f2086f0abaf505363

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5025b0bb5802f9d17e4226f19c7a04cbb00722886cfaefe954823a0c8e2bdd2",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-18T17:58:28Z",
    "title_canon_sha256": "b9f56a6e930ab8286c35aae39ecfcd1ea8b8c9a6b9283dd658b783c258113562"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12845",
    "kind": "arxiv",
    "version": 1
  }
}