Pith Number

pith:II3TA3MR

pith:2024:II3TA3MRZFBELVRXASK7DFUVJW

not attested not anchored not stored refs pending

Policy Learning for Balancing Short-Term and Long-Term Rewards

Chunchen Liu, Feng Xie, Peng Wu, Yan Zeng, Zhongyao Wang, Ziyu Shen

arxiv:2405.03329 v2 · 2024-05-06 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{II3TA3MRZFBELVRXASK7DFUVJW}

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

Evaluating Surrogates in Individualized Treatment Rules

Receipt and verification

First computed	2026-07-05T09:06:59.415378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4237306d91c94245d6370495f196954da766ef90470862579129ffb818fc20b7

Aliases

arxiv: 2405.03329 · arxiv_version: 2405.03329v2 · doi: 10.48550/arxiv.2405.03329 · pith_short_12: II3TA3MRZFBE · pith_short_16: II3TA3MRZFBELVRX · pith_short_8: II3TA3MR

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/II3TA3MRZFBELVRXASK7DFUVJW \
  | 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: 4237306d91c94245d6370495f196954da766ef90470862579129ffb818fc20b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1dd3dcb891675370870e9101cb6867e357af76d5c35f7b2a57f14fe938a196e1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-06T10:09:35Z",
    "title_canon_sha256": "ae32e657f6d8ee1cd8962cd4591dc8253709f8cfbca99f5f78fccd63bf021340"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03329",
    "kind": "arxiv",
    "version": 2
  }
}