pith. sign in
Pith Number

pith:WZYSSKVH

pith:2023:WZYSSKVHRVABKQJJJLPWN7VFPU
not attested not anchored not stored refs pending

Reward Selection with Noisy Observations

Alexandros Psomas, Aranyak Mehta, Kamyar Azizzadenesheli, Qian Zhang, Trung Dang

arxiv:2307.05953 v1 · 2023-07-12 · cs.GT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WZYSSKVHRVABKQJJJLPWN7VFPU}

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.
Receipt and verification
First computed 2026-07-05T06:30:14.601351Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b671292aa78d401541294adf66fea57d3e43c62a40b0cff1f35d3273c00b0760

Aliases

arxiv: 2307.05953 · arxiv_version: 2307.05953v1 · doi: 10.48550/arxiv.2307.05953 · pith_short_12: WZYSSKVHRVAB · pith_short_16: WZYSSKVHRVABKQJJ · pith_short_8: WZYSSKVH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WZYSSKVHRVABKQJJJLPWN7VFPU \
  | 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: b671292aa78d401541294adf66fea57d3e43c62a40b0cff1f35d3273c00b0760
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "aad1b32f718534a8e697d0ac0ce5bd7b87273fc25a3e5db4955b5613d864f25f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2023-07-12T06:50:07Z",
    "title_canon_sha256": "9aa41054230943440e0919f8fb8cf3736be5a75059025f4eddabada68c2463c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.05953",
    "kind": "arxiv",
    "version": 1
  }
}