Pith Number

pith:AMR57NMK

pith:2022:AMR57NMKLUMT3T6BYJV574Y2LK

not attested not anchored not stored refs pending

On the Sensitivity of Reward Inference to Misspecified Human Models

Anca Dragan, Joey Hong, Kush Bhatia

arxiv:2212.04717 v2 · 2022-12-09 · 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{AMR57NMKLUMT3T6BYJV574Y2LK}

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

2 papers in Pith

Active teacher selection for reward learning

Towards Understanding Sycophancy in Language Models

Receipt and verification

First computed	2026-07-05T07:06:21.749799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0323dfb58a5d193dcfc1c26bdff31a5a8a5e9e40ecff49a3f4ed76810eba26a0

Aliases

arxiv: 2212.04717 · arxiv_version: 2212.04717v2 · doi: 10.48550/arxiv.2212.04717 · pith_short_12: AMR57NMKLUMT · pith_short_16: AMR57NMKLUMT3T6B · pith_short_8: AMR57NMK

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/AMR57NMKLUMT3T6BYJV574Y2LK \
  | 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: 0323dfb58a5d193dcfc1c26bdff31a5a8a5e9e40ecff49a3f4ed76810eba26a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e57117cffa71e4ac53e0968467150becb8da4941c59dc6cff7c98dbfdf5ecc0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-09T08:16:20Z",
    "title_canon_sha256": "10c3786c9de88b3e9f5bff0cb26565006c5f08b2364ddc5d9ed0addaf08bda90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04717",
    "kind": "arxiv",
    "version": 2
  }
}