Pith Number

pith:5LZTV6OG

pith:2025:5LZTV6OGDKIHLOYGLZ4N63ZW5B

not attested not anchored not stored refs pending

Decision Making in Changing Environments: Robustness, Query-Based Learning, and Differential Privacy

Alexander Rakhlin, Fan Chen

arxiv:2501.14928 v1 · 2025-01-24 · cs.LG · cs.AI · cs.IT · math.IT · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5LZTV6OGDKIHLOYGLZ4N63ZW5B}

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

2 papers in Pith

Minimax Quantile Lower Bounds for Interactive Statistical Decision Making with Privacy

The Sample Complexity of Multiclass and Sparse Contextual Bandits

Receipt and verification

First computed	2026-07-05T10:05:20.985638Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eaf33af9c61a9075bb065e78df6f36e85a4607ce8df385ecfc7c193b3c0d5daf

Aliases

arxiv: 2501.14928 · arxiv_version: 2501.14928v1 · doi: 10.48550/arxiv.2501.14928 · pith_short_12: 5LZTV6OGDKIH · pith_short_16: 5LZTV6OGDKIHLOYG · pith_short_8: 5LZTV6OG

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/5LZTV6OGDKIHLOYGLZ4N63ZW5B \
  | 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: eaf33af9c61a9075bb065e78df6f36e85a4607ce8df385ecfc7c193b3c0d5daf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "127e374952a2f081eea7c5f092f358d61fd4583dc95c9d4b2896005fa78bd82d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IT",
      "math.IT",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-24T21:31:50Z",
    "title_canon_sha256": "a72f4db6e397a6e37abe514d4f85f6e3ef30033f8f5e0cfc18aa7c930f68a162"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14928",
    "kind": "arxiv",
    "version": 1
  }
}