Pith Number

pith:TO4I6S4C

pith:2026:TO4I6S4CHMFNSGGALJWFVPNSXV

not attested not anchored not stored refs pending

Reward Shaping for (Inference-Time) Alignment: A Stackelberg Game Perspective

Ce Li, Haichuan Wang, Hezi Jiang, Lingkai Kong, Milind Tambe, Tao Lin

arxiv:2602.02572 v2 · 2026-01-31 · 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{TO4I6S4CHMFNSGGALJWFVPNSXV}

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

1 paper in Pith

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges

Receipt and verification

First computed	2026-06-09T02:07:18.990710Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bb88f4b823b0ad918c05a6c5abdb2bd61f952f86f4cd4a6af7339c4457c0d13

Aliases

arxiv: 2602.02572 · arxiv_version: 2602.02572v2 · doi: 10.48550/arxiv.2602.02572 · pith_short_12: TO4I6S4CHMFN · pith_short_16: TO4I6S4CHMFNSGGA · pith_short_8: TO4I6S4C

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/TO4I6S4CHMFNSGGALJWFVPNSXV \
  | 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: 9bb88f4b823b0ad918c05a6c5abdb2bd61f952f86f4cd4a6af7339c4457c0d13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a432575da4457c192f6c1bad9223cdecfb3596da9aefcf4dd7c5c74681da29a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-31T05:45:51Z",
    "title_canon_sha256": "6a881b410c0f201eabc35c30c029a2955fa1fe4095bf6dcb66705e44553c5741"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.02572",
    "kind": "arxiv",
    "version": 2
  }
}