Pith Number

pith:EQMLAMMO

pith:2024:EQMLAMMOHY2VLU4E4DZE5QSGND

not attested not anchored not stored refs pending

Honesty to Subterfuge: In-Context Reinforcement Learning Can Make Honest Models Reward Hack

Christoph Str\"ater, Joe Needham, Leo McKee-Reid, Maria Angelica Martinez, Mikita Balesni

arxiv:2410.06491 v1 · 2024-10-09 · cs.AI · 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{EQMLAMMOHY2VLU4E4DZE5QSGND}

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

Specification Self-Correction: Mitigating In-Context Reward Hacking Through Test-Time Refinement

Receipt and verification

First computed	2026-07-05T09:18:02.529073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2418b0318e3e3555d384e0f24ec24668d0cdb344f2420a4682d4c524f6986da5

Aliases

arxiv: 2410.06491 · arxiv_version: 2410.06491v1 · doi: 10.48550/arxiv.2410.06491 · pith_short_12: EQMLAMMOHY2V · pith_short_16: EQMLAMMOHY2VLU4E · pith_short_8: EQMLAMMO

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/EQMLAMMOHY2VLU4E4DZE5QSGND \
  | 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: 2418b0318e3e3555d384e0f24ec24668d0cdb344f2420a4682d4c524f6986da5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04914f7ccb547eefd23db4d14a0ce3ba614e6af6e11be670c31350bd6a9f2c65",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-09T02:34:27Z",
    "title_canon_sha256": "07aa5f6d09d207054f8885edd72e3628de2efc493b2be1617433e4cbd71df53a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06491",
    "kind": "arxiv",
    "version": 1
  }
}