Pith Number

pith:PRJWYROQ

pith:2024:PRJWYROQ37GX5Y4M4FAPFAWSDF

not attested not anchored not stored refs pending

Corruption Robust Offline Reinforcement Learning with Human Feedback

Adish Singla, Andi Nika, Debmalya Mandal, Goran Radanovi\'c, Parameswaran Kamalaruban

arxiv:2402.06734 v2 · 2024-02-09 · 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{PRJWYROQ37GX5Y4M4FAPFAWSDF}

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

Corruption-Tolerant Asynchronous Q-Learning with Near-Optimal Rates

Efficient Preference Poisoning Attack on Offline RLHF

Receipt and verification

First computed	2026-07-01T00:17:07.199558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c536c45d0dfcd7ee38ce140f282d21952e60bd79a811e91dff8fda9e277c7b2

Aliases

arxiv: 2402.06734 · arxiv_version: 2402.06734v2 · doi: 10.48550/arxiv.2402.06734 · pith_short_12: PRJWYROQ37GX · pith_short_16: PRJWYROQ37GX5Y4M · pith_short_8: PRJWYROQ

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/PRJWYROQ37GX5Y4M4FAPFAWSDF \
  | 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: 7c536c45d0dfcd7ee38ce140f282d21952e60bd79a811e91dff8fda9e277c7b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "772e0d507d20bf4bc6ad9fdc6180b22ca10e59b31301e99564cbbf63ccdb5b9b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-09T19:09:48Z",
    "title_canon_sha256": "efc59a81d02eb6e53dee2780a0f27515624df39ebc841338aded657dbd54b8fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06734",
    "kind": "arxiv",
    "version": 2
  }
}