Pith Number

pith:ZSLXGDNT

pith:2024:ZSLXGDNT4X5GZOVAJ4VZRA74E6

not attested not anchored not stored refs pending

Distributionally Robust Policy Learning under Concept Drifts

Jingyuan Wang, Ruohan Zhan, Zhengyuan Zhou, Zhimei Ren

arxiv:2412.14297 v2 · 2024-12-18 · 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{ZSLXGDNT4X5GZOVAJ4VZRA74E6}

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	2026-07-05T11:13:17.385455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc97730db3e5fa6cbaa04f2b9883fc2797c3cbc01a50f5db38d363d9a46cacee

Aliases

arxiv: 2412.14297 · arxiv_version: 2412.14297v2 · doi: 10.48550/arxiv.2412.14297 · pith_short_12: ZSLXGDNT4X5G · pith_short_16: ZSLXGDNT4X5GZOVA · pith_short_8: ZSLXGDNT

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/ZSLXGDNT4X5GZOVAJ4VZRA74E6 \
  | 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: cc97730db3e5fa6cbaa04f2b9883fc2797c3cbc01a50f5db38d363d9a46cacee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce3970d29f42fd45e16efb45dffb473dbf6ae5949cede02c24ea9221252b9ff5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T19:53:56Z",
    "title_canon_sha256": "06ce7a8771fcf7211c31328a5e44beada2679f0f875010d1d217e811e4867cb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14297",
    "kind": "arxiv",
    "version": 2
  }
}