Pith Number

pith:TCLDYCN5

pith:2024:TCLDYCN5F7AKSRR3ZK7UKQ4OEU

not attested not anchored not stored refs pending

Reward Generalization in RLHF: A Topological Perspective

Dong Yan, Fanzhi Zeng, Jiaming Ji, Jiayi Zhou, Josef Dai, Kaile Wang, Tianyi Qiu, Xuehai Pan, Yang Han, Yaodong Yang

arxiv:2402.10184 v7 · 2024-02-15 · cs.LG · cs.AI · cs.CL · cs.DM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TCLDYCN5F7AKSRR3ZK7UKQ4OEU}

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

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

Receipt and verification

First computed	2026-07-05T11:10:45.110330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98963c09bd2fc0a9463bcabf45438e252a31ffc5a38ebe252d7eac4071604c8c

Aliases

arxiv: 2402.10184 · arxiv_version: 2402.10184v7 · doi: 10.48550/arxiv.2402.10184 · pith_short_12: TCLDYCN5F7AK · pith_short_16: TCLDYCN5F7AKSRR3 · pith_short_8: TCLDYCN5

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/TCLDYCN5F7AKSRR3ZK7UKQ4OEU \
  | 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: 98963c09bd2fc0a9463bcabf45438e252a31ffc5a38ebe252d7eac4071604c8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9378df911dbc3a81679bb8ae5f0634919dcc2348af5d20959bef2659853d45b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T18:39:24Z",
    "title_canon_sha256": "19fb4c4d047479cd98f386ff62c4b1004714974ccc8e6cd7df0ed6934b872ede"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10184",
    "kind": "arxiv",
    "version": 7
  }
}