Pith Number

pith:DZNJNSIG

pith:2025:DZNJNSIGD6NQ4IVFKAVQMITQTJ

not attested not anchored not stored refs pending

Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment

Chaoqi Wang, Chen Zhu, Hao Ma, Jiayi Liu, Lizhu Zhang, Sinong Wang, Xiangjun Fan, Yibo Jiang, Yuxin Chen, Zhaorun Chen, Zhuokai Zhao

arxiv:2501.09620 v2 · 2025-01-16 · cs.LG · 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{DZNJNSIGD6NQ4IVFKAVQMITQTJ}

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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

11 papers in Pith

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization

Causality as the Statistical Conscience of Artificial Intelligence: From Pearl's Ladder to Trustworthy Machines

Reward Bias Substitution: Single-Axis Bias Mitigations Redirect Optimization Pressure

Token-Level LLM Collaboration via FusionRoute

General Preference Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:11:39.807014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e5a96c9061f9b0e22a5502b0622709a508d374cc9730ed1dbb0f877f9a29a6b

Aliases

arxiv: 2501.09620 · arxiv_version: 2501.09620v2 · doi: 10.48550/arxiv.2501.09620 · pith_short_12: DZNJNSIGD6NQ · pith_short_16: DZNJNSIGD6NQ4IVF · pith_short_8: DZNJNSIG

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/DZNJNSIGD6NQ4IVFKAVQMITQTJ \
  | 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: 1e5a96c9061f9b0e22a5502b0622709a508d374cc9730ed1dbb0f877f9a29a6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31bdabe9602a1ec294beecf7d7f100007d03bcd3810cd95bad480ace2abc4152",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-16T16:00:37Z",
    "title_canon_sha256": "7e7d276700063c9a8be1681c6bb748fb753ba5942c0875e812154fc75209cbf7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09620",
    "kind": "arxiv",
    "version": 2
  }
}