Pith Number

pith:O7GZ4G57

pith:2024:O7GZ4G57JC3I5L37ASZCWCCYO4

not attested not anchored not stored refs pending

Large Language Models are Biased Reinforcement Learners

Nicolas Yax, Stefano Palminteri, William M. Hayes

arxiv:2405.11422 v1 · 2024-05-19 · cs.CL · 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{O7GZ4G57JC3I5L37ASZCWCCYO4}

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

PAFO: Pareto Fairness Optimization for Personalized Reward Modeling

Receipt and verification

First computed	2026-07-05T08:20:39.148094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77cd9e1bbf48b68eaf7f04b22b085877384b70b19a7eca1c394616f897c86e48

Aliases

arxiv: 2405.11422 · arxiv_version: 2405.11422v1 · doi: 10.48550/arxiv.2405.11422 · pith_short_12: O7GZ4G57JC3I · pith_short_16: O7GZ4G57JC3I5L37 · pith_short_8: O7GZ4G57

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/O7GZ4G57JC3I5L37ASZCWCCYO4 \
  | 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: 77cd9e1bbf48b68eaf7f04b22b085877384b70b19a7eca1c394616f897c86e48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09cfeccf29d2fd2805e573f58f71bf7c21eeb3d102c7b01be20ec2019b6e3b32",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-19T01:43:52Z",
    "title_canon_sha256": "5852554dce3c6466ed02a9305228a23e0bbbd2aea58f59210cb38ebe2bedbfd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.11422",
    "kind": "arxiv",
    "version": 1
  }
}