Pith Number

pith:THNIIJVD

pith:2025:THNIIJVDYARBIPKE43WDFRABKJ

not attested not anchored not stored refs pending

Provable Reinforcement Learning from Human Feedback with an Unknown Link Function

Lei Ying, Qining Zhang

arxiv:2506.03066 v1 · 2025-06-03 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{THNIIJVDYARBIPKE43WDFRABKJ}

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

Efficient Federated RLHF via Zeroth-Order Policy Optimization

Receipt and verification

First computed	2026-07-05T11:15:14.294996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99da8426a3c022143d44e6ec32c401524cdfd966aff2ebae6e00333bc92aa5c9

Aliases

arxiv: 2506.03066 · arxiv_version: 2506.03066v1 · doi: 10.48550/arxiv.2506.03066 · pith_short_12: THNIIJVDYARB · pith_short_16: THNIIJVDYARBIPKE · pith_short_8: THNIIJVD

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/THNIIJVDYARBIPKE43WDFRABKJ \
  | 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: 99da8426a3c022143d44e6ec32c401524cdfd966aff2ebae6e00333bc92aa5c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e0110fd82976635f3b1d57e35702ed8dec1b235ba1dc21d254910ae36c79328",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T16:42:39Z",
    "title_canon_sha256": "83b939843503faf333b4973cf30dd279e638c19d49a89633a7068973a6de6a5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03066",
    "kind": "arxiv",
    "version": 1
  }
}