Pith Number

pith:XH4XQSE7

pith:2022:XH4XQSE7BNFCR2PF6KH7PRYUNO

not attested not anchored not stored refs pending

On Optimal Learning Under Targeted Data Poisoning

Amin Karbasi, Idan Mehalel, Mohammad Mahmoody, Shay Moran, Steve Hanneke

arxiv:2210.02713 v2 · 2022-10-06 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XH4XQSE7BNFCR2PF6KH7PRYUNO}

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

Phase Transitions in Driven Informational Systems: A Two-Field Perspective on Learning Theory and Non-Equilibrium Chemistry

Receipt and verification

First computed	2026-07-05T05:05:51.063702Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9f978489f0b4a28e9e5f28ff7c7146ba0c3bc4b6d1840b15036bb4ad6c55dc4

Aliases

arxiv: 2210.02713 · arxiv_version: 2210.02713v2 · doi: 10.48550/arxiv.2210.02713 · pith_short_12: XH4XQSE7BNFC · pith_short_16: XH4XQSE7BNFCR2PF · pith_short_8: XH4XQSE7

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/XH4XQSE7BNFCR2PF6KH7PRYUNO \
  | 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: b9f978489f0b4a28e9e5f28ff7c7146ba0c3bc4b6d1840b15036bb4ad6c55dc4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a4cea871fdf3b9420ea26253c26d3214762272012901880dc07fb4d61344235",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-06T06:49:48Z",
    "title_canon_sha256": "5a87cd2ec5d7360b66ed91e8a4f03b0486c0e8bddad4ae11b391d65e0b7761b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02713",
    "kind": "arxiv",
    "version": 2
  }
}