Pith Number

pith:3MXHMY3P

pith:2024:3MXHMY3PPRC2GFJYT42IPTXK52

not attested not anchored not stored refs pending

Reward Learning From Preference With Ties

Dongdong Ge, Jinsong Liu, Ruihao Zhu

arxiv:2410.05328 v1 · 2024-10-05 · 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{3MXHMY3PPRC2GFJYT42IPTXK52}

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

3 papers in Pith

How Humans Help LLMs: Assessing and Incentivizing Human Preference Annotators

Improving Video Generation with Human Feedback

Reinforcement Learning for Scalable and Trustworthy Intelligent Systems

Receipt and verification

First computed	2026-07-05T09:17:17.504695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db2e76636f7c45a315389f3487ceeaeebe0dec4c4e15a5939ff0c4755250fbe6

Aliases

arxiv: 2410.05328 · arxiv_version: 2410.05328v1 · doi: 10.48550/arxiv.2410.05328 · pith_short_12: 3MXHMY3PPRC2 · pith_short_16: 3MXHMY3PPRC2GFJY · pith_short_8: 3MXHMY3P

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/3MXHMY3PPRC2GFJYT42IPTXK52 \
  | 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: db2e76636f7c45a315389f3487ceeaeebe0dec4c4e15a5939ff0c4755250fbe6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22be10de31c79b34bf2daee7bfaab4ab2a9b6784f4c74540d5ea6678be199c0f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-05T21:02:57Z",
    "title_canon_sha256": "75dbda60d10ba50586503fb1bcdc9c692a0e9a5ce5ea234d468a6961649adf29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05328",
    "kind": "arxiv",
    "version": 1
  }
}