Pith Number

pith:Z5TDUOYM

pith:2015:Z5TDUOYMH4ZQ3TO7B2CCSVXI4G

not attested not anchored not stored refs pending

Online Learning with Feedback Graphs: Beyond Bandits

Nicol\`o Cesa-Bianchi, Noga Alon, Ofer Dekel, Tomer Koren

arxiv:1502.07617 v1 · 2015-02-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z5TDUOYMH4ZQ3TO7B2CCSVXI4G}

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

Do Not Trust The Auctioneer: Learning to Bid in Feedback-Manipulated Auctions

Receipt and verification

First computed	2026-05-18T02:26:03.277956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf663a3b0c3f330dcddf0e842956e8e1bafe3ef18532ec81098da689d30a0e22

Aliases

arxiv: 1502.07617 · arxiv_version: 1502.07617v1 · doi: 10.48550/arxiv.1502.07617 · pith_short_12: Z5TDUOYMH4ZQ · pith_short_16: Z5TDUOYMH4ZQ3TO7 · pith_short_8: Z5TDUOYM

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/Z5TDUOYMH4ZQ3TO7B2CCSVXI4G \
  | 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: cf663a3b0c3f330dcddf0e842956e8e1bafe3ef18532ec81098da689d30a0e22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51910ab4d9ab62ae6c8e4c93d552a5a91637c4784e703b500127de6485c0f0f1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-02-26T16:18:53Z",
    "title_canon_sha256": "40255ecad49759530ba1d499029f0c669d8c295a7f87a99cb98ce851e8cb8e15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1502.07617",
    "kind": "arxiv",
    "version": 1
  }
}