Pith Number

pith:IDXZEMXA

pith:2023:IDXZEMXAFTBGEZ3CEWN7663WWD

not attested not anchored not stored refs pending

Online Resource Allocation: Bandits feedback and Advice on Time-varying Demands

Lixing Lyu, Wang Chi Cheung

arxiv:2302.04182 v2 · 2023-02-08 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IDXZEMXAFTBGEZ3CEWN7663WWD}

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

Bandit Convex Optimization with Gradient Prediction Adaptivity

Receipt and verification

First computed	2026-07-05T06:19:39.119210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40ef9232e02cc2626762259bff7b76b0c1b44145739958eaf7e184d7a415adf2

Aliases

arxiv: 2302.04182 · arxiv_version: 2302.04182v2 · doi: 10.48550/arxiv.2302.04182 · pith_short_12: IDXZEMXAFTBG · pith_short_16: IDXZEMXAFTBGEZ3C · pith_short_8: IDXZEMXA

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/IDXZEMXAFTBGEZ3CEWN7663WWD \
  | 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: 40ef9232e02cc2626762259bff7b76b0c1b44145739958eaf7e184d7a415adf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "190ccb5da7c59946ccb5a611669f0c9dda1a412743ff972af031edc7a99f12b9",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-08T16:40:43Z",
    "title_canon_sha256": "3b9d0a36db18a89a49ec8a072dbb4c168b92fa525fc77d40a800ce4a0aec7f67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04182",
    "kind": "arxiv",
    "version": 2
  }
}