Pith. sign in
Pith Number

pith:AFYHP4SQ

pith:2020:AFYHP4SQ6T5B7RAGGBQ6UZX6PC
not attested not anchored not stored refs pending

Near Optimal Adversarial Attacks on Stochastic Bandits and Defenses with Smoothed Responses

Shiliang Zuo

arxiv:2008.09312 v8 · 2020-08-21 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AFYHP4SQ6T5B7RAGGBQ6UZX6PC}

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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.
Receipt and verification
First computed 2026-07-05T07:56:12.821982Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

017077f250f4fa1fc4063061ea66fe78a0a749f0f83251a77bc75f62af5b9aa6

Aliases

arxiv: 2008.09312 · arxiv_version: 2008.09312v8 · doi: 10.48550/arxiv.2008.09312 · pith_short_12: AFYHP4SQ6T5B · pith_short_16: AFYHP4SQ6T5B7RAG · pith_short_8: AFYHP4SQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AFYHP4SQ6T5B7RAGGBQ6UZX6PC \
  | 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: 017077f250f4fa1fc4063061ea66fe78a0a749f0f83251a77bc75f62af5b9aa6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "35bd960bc85d3897b3f35aa398f47b4b08ae9f5f1e9eeed5138babb097602a14",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-21T05:23:47Z",
    "title_canon_sha256": "b2265fa12c1b0036c74e3b8b2f0aaa6cf786e792fffd7c4279583833426f6ee3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.09312",
    "kind": "arxiv",
    "version": 8
  }
}