Pith Number

pith:ZZPW6DPN

pith:2023:ZZPW6DPNTKNVO2TNGDILYF4ZN3

not attested not anchored not stored refs pending

Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems

Caiming Xiong, Huan Wang, Jianguo Zhang, Mingyuan Zhou, Shentao Yang, Shujian Zhang, Yihao Feng

arxiv:2302.10342 v1 · 2023-02-20 · 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{ZZPW6DPNTKNVO2TNGDILYF4ZN3}

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.

Receipt and verification

First computed	2026-07-05T05:43:38.037860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce5f6f0ded9a9b576a6d30d0bc17996edebdb376edc733b76667917c06418587

Aliases

arxiv: 2302.10342 · arxiv_version: 2302.10342v1 · doi: 10.48550/arxiv.2302.10342 · pith_short_12: ZZPW6DPNTKNV · pith_short_16: ZZPW6DPNTKNVO2TN · pith_short_8: ZZPW6DPN

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/ZZPW6DPNTKNVO2TNGDILYF4ZN3 \
  | 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: ce5f6f0ded9a9b576a6d30d0bc17996edebdb376edc733b76667917c06418587

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0755bee85a900e8c4ac141d7aa4b4df9cafd8323223ecf8bd7f76020d57b9528",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-02-20T22:10:04Z",
    "title_canon_sha256": "d0f058e45b98d37e4df80af8567195a5235988509eef2ee0ed191fafb9604aa2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10342",
    "kind": "arxiv",
    "version": 1
  }
}