Pith Number

pith:RCMQI7W7

pith:2024:RCMQI7W73T2VUAYO67OCG3ZWUP

not attested not anchored not stored refs pending

Provably Robust DPO: Aligning Language Models with Noisy Feedback

Anush Kini, Nagarajan Natarajan, Sayak Ray Chowdhury

arxiv:2403.00409 v2 · 2024-03-01 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RCMQI7W73T2VUAYO67OCG3ZWUP}

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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

11 papers in Pith

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

Receipt and verification

First computed	2026-07-05T08:07:14.805576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8899047edfdcf55a030ef7dc236f36a3c15bbce8cc0325ef655982fa03fbf13d

Aliases

arxiv: 2403.00409 · arxiv_version: 2403.00409v2 · doi: 10.48550/arxiv.2403.00409 · pith_short_12: RCMQI7W73T2V · pith_short_16: RCMQI7W73T2VUAYO · pith_short_8: RCMQI7W7

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/RCMQI7W73T2VUAYO67OCG3ZWUP \
  | 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: 8899047edfdcf55a030ef7dc236f36a3c15bbce8cc0325ef655982fa03fbf13d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3a48134f1e8851b5980bccfbe07f9410973a9024b2d18ac5d47d4ff81f9977c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-01T09:55:18Z",
    "title_canon_sha256": "71f99f800c9bddede497af3b8a519f6ea4b3494186b6d3236d4cd18ff4bc055e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00409",
    "kind": "arxiv",
    "version": 2
  }
}