Pith Number

pith:B2CTDRRN

pith:2024:B2CTDRRNCN6Y43ADCKI7WUIP34

not attested not anchored not stored refs pending

Learning to Watermark LLM-generated Text via Reinforcement Learning

Xiaojun Xu, Yang Liu, Yuanshun Yao

arxiv:2403.10553 v1 · 2024-03-13 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B2CTDRRNCN6Y43ADCKI7WUIP34}

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

5 papers in Pith

Position: LLM Watermarking Should Align Stakeholders' Incentives for Practical Adoption

Fundamental Trade-Offs in Multi-Bit Watermarking of Stochastic Processes

Beyond A Fixed Seal: Adaptive Stealing Watermark in Large Language Models

Optimal Multi-bit Generative Watermarking Schemes Under Worst-Case False-Alarm Constraints

Receipt and verification

First computed	2026-07-05T07:57:02.969308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e8531c62d137d8e6c031291fb510fdf02576b550cd096d314e60df1d94bf899

Aliases

arxiv: 2403.10553 · arxiv_version: 2403.10553v1 · doi: 10.48550/arxiv.2403.10553 · pith_short_12: B2CTDRRNCN6Y · pith_short_16: B2CTDRRNCN6Y43AD · pith_short_8: B2CTDRRN

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/B2CTDRRNCN6Y43ADCKI7WUIP34 \
  | 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: 0e8531c62d137d8e6c031291fb510fdf02576b550cd096d314e60df1d94bf899

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "baf30a0275d1ba23b23199abc349f96ab49444f162e506dbb406e5f27449cad9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-13T03:43:39Z",
    "title_canon_sha256": "fe840966481b77b4e40c6a58d23562be62ce49a2c51fe700e3bc90104854c85c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10553",
    "kind": "arxiv",
    "version": 1
  }
}