Pith Number

pith:NECHJDQ3

pith:2018:NECHJDQ3AK7YWNJV2MROT46AHB

not attested not anchored not stored refs pending

Variance Reduction for Reinforcement Learning in Input-Driven Environments

Hongzi Mao, Malte Schwarzkopf, Mohammad Alizadeh, Shaileshh Bojja Venkatakrishnan

arxiv:1807.02264 v3 · 2018-07-06 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{NECHJDQ3AK7YWNJV2MROT46AHB}

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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.

Cited by

1 paper in Pith

TRAM: Test-Time Risk Adaptation with Mixture of Agents

Receipt and verification

First computed	2026-05-17T23:52:33.934616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6904748e1b02bf8b3535d322e9f3c0384d88a85c139e86354088c68ba3c76079

Aliases

arxiv: 1807.02264 · arxiv_version: 1807.02264v3 · doi: 10.48550/arxiv.1807.02264 · pith_short_12: NECHJDQ3AK7Y · pith_short_16: NECHJDQ3AK7YWNJV · pith_short_8: NECHJDQ3

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/NECHJDQ3AK7YWNJV2MROT46AHB \
  | 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: 6904748e1b02bf8b3535d322e9f3c0384d88a85c139e86354088c68ba3c76079

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdd4843543fb3558d1f169e5716aa2e1b29cb0d6c2a7badc6571c964b75590db",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-06T06:03:06Z",
    "title_canon_sha256": "58f0339632035d60718cba2571be38df1f6b95af54de593f5776dcecc143e447"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.02264",
    "kind": "arxiv",
    "version": 3
  }
}