Pith Number

pith:VRAWVNRG

pith:2024:VRAWVNRGFN2TAW4JLFPBR2R5ND

not attested not anchored not stored refs pending

Distributionally Robust Policy Evaluation under General Covariate Shift in Contextual Bandits

Anqi Liu, Hao Liu, Yihong Guo, Yisong Yue

arxiv:2401.11353 v2 · 2024-01-21 · cs.LG

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\usepackage{pith}
\pithnumber{VRAWVNRGFN2TAW4JLFPBR2R5ND}

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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

Distributionally Robust Policy Learning under Concept Drifts

Receipt and verification

First computed	2026-07-05T08:53:38.846775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac416ab6262b75305b89595e18ea3d68e49f076b96bf1bc31d9a1e260633e892

Aliases

arxiv: 2401.11353 · arxiv_version: 2401.11353v2 · doi: 10.48550/arxiv.2401.11353 · pith_short_12: VRAWVNRGFN2T · pith_short_16: VRAWVNRGFN2TAW4J · pith_short_8: VRAWVNRG

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/VRAWVNRGFN2TAW4JLFPBR2R5ND \
  | 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: ac416ab6262b75305b89595e18ea3d68e49f076b96bf1bc31d9a1e260633e892

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87ed1ff3718e9ce225550842cd0c2da6438ab2c7df0577dd75f8ddeeac4f2c07",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-21T00:42:06Z",
    "title_canon_sha256": "c016927c0e7a180ef6beb7c8cedfd020b8eb098b178e4ab3806e35f73df2bdd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.11353",
    "kind": "arxiv",
    "version": 2
  }
}