Pith Number

pith:ZILQOVSN

pith:2025:ZILQOVSNOPJO7YBPUGACCZBNRA

not attested not anchored not stored refs pending

Agnostic Learning under Targeted Poisoning: Optimal Rates and the Role of Randomness

Bogdan Chornomaz, Shay Moran, Tom Waknine, Yonatan Koren

arxiv:2506.03075 v1 · 2025-06-03 · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZILQOVSNOPJO7YBPUGACCZBNRA}

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	2026-07-05T11:15:14.430559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca1707564d73d2efe02fa18021642d8839daf7c3817c6ff1c497547340410ea8

Aliases

arxiv: 2506.03075 · arxiv_version: 2506.03075v1 · doi: 10.48550/arxiv.2506.03075 · pith_short_12: ZILQOVSNOPJO · pith_short_16: ZILQOVSNOPJO7YBP · pith_short_8: ZILQOVSN

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/ZILQOVSNOPJO7YBPUGACCZBNRA \
  | 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: ca1707564d73d2efe02fa18021642d8839daf7c3817c6ff1c497547340410ea8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d321c948763d867f16b7840ed4a603076c166ca454602ffa20358040f1c1d9f1",
    "cross_cats_sorted": [
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T16:53:20Z",
    "title_canon_sha256": "4b21ecc82ac4ee6fd5403dc66a88e456b328a87b59e0dc9b787a6ac257518b28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03075",
    "kind": "arxiv",
    "version": 1
  }
}