Pith Number

pith:55JUSQDW

pith:2026:55JUSQDWYQ5WWADXXZ3F2UV5KG

not attested not anchored not stored refs pending

Statistical Efficiency and Inference of Quantile Distributional Reinforcement Learning

Yang Peng, Zhihua Zhang, Zijie Cheng

arxiv:2607.08444 v1 · 2026-07-09 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{55JUSQDWYQ5WWADXXZ3F2UV5KG}

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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

Online Inference for Quantile Temporal Difference Learning in Distributional Reinforcement Learning

Receipt and verification

First computed	2026-07-10T01:19:50.797566Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef53494076c43b6b0077be765d52bd519940b7af734d146e9fb286510bc8a5df

Aliases

arxiv: 2607.08444 · arxiv_version: 2607.08444v1 · doi: 10.48550/arxiv.2607.08444 · pith_short_12: 55JUSQDWYQ5W · pith_short_16: 55JUSQDWYQ5WWADX · pith_short_8: 55JUSQDW

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/55JUSQDWYQ5WWADXXZ3F2UV5KG \
  | 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: ef53494076c43b6b0077be765d52bd519940b7af734d146e9fb286510bc8a5df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9602be99b26e3278559f9d142d0e25b957748a0b4134284dd2d551a1c5d3928f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-07-09T13:06:07Z",
    "title_canon_sha256": "d051e237cdfc26b7535b320fa790c87fd6cae777ef9bcf29dab7193a1421cc2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.08444",
    "kind": "arxiv",
    "version": 1
  }
}