Pith Number

pith:GFVGZIKG

pith:2025:GFVGZIKGHJY3VPEYWMHI3QPUBC

not attested not anchored not stored refs pending

A Unified Theoretical Analysis of Private and Robust Offline Alignment: from RLHF to DPO

Francesco Orabona, Xingyu Zhou, Yulian Wu

arxiv:2505.15694 v1 · 2025-05-21 · 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{GFVGZIKGHJY3VPEYWMHI3QPUBC}

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

Reinforcement Learning from Human Feedback: A Statistical Perspective

Spurious Correlation Learning in Preference Optimization: Mechanisms, Consequences, and Mitigation via Tie Training

Receipt and verification

First computed	2026-07-05T11:06:49.689400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

316a6ca1463a71babc98b30e8dc1f408b3950059ee9620ff09b3e6b558e2cec4

Aliases

arxiv: 2505.15694 · arxiv_version: 2505.15694v1 · doi: 10.48550/arxiv.2505.15694 · pith_short_12: GFVGZIKGHJY3 · pith_short_16: GFVGZIKGHJY3VPEY · pith_short_8: GFVGZIKG

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/GFVGZIKGHJY3VPEYWMHI3QPUBC \
  | 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: 316a6ca1463a71babc98b30e8dc1f408b3950059ee9620ff09b3e6b558e2cec4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "204952a969e2aec0e81a0fcf658829cdad9747f905f49c62d47ed348c94a3ae1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-21T16:07:47Z",
    "title_canon_sha256": "133161794aaa6b1439f62c1d5600fd5452cd253fc373613a6d37581e7244902f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15694",
    "kind": "arxiv",
    "version": 1
  }
}