Pith Number

pith:GVK7FQMT

pith:2026:GVK7FQMTWVGAUAFFQ536IG7H6Y

not attested not anchored not stored refs pending

RE-SAC: Disentangling aleatoric and epistemic risks in bus fleet control: A stable and robust ensemble DRL approach

Liang Zheng, Yifan Zhang

arxiv:2603.18396 v3 · 2026-03-19 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GVK7FQMTWVGAUAFFQ536IG7H6Y}

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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

BAPR: Bayesian amnesic piecewise-robust reinforcement learning for non-stationary continuous control

Receipt and verification

First computed	2026-05-20T00:01:40.251996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3555f2c193b54c0a00a58777e41be7f62eefc923e51c7892fd53ca82946730c6

Aliases

arxiv: 2603.18396 · arxiv_version: 2603.18396v3 · doi: 10.48550/arxiv.2603.18396 · pith_short_12: GVK7FQMTWVGA · pith_short_16: GVK7FQMTWVGAUAFF · pith_short_8: GVK7FQMT

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/GVK7FQMTWVGAUAFFQ536IG7H6Y \
  | 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: 3555f2c193b54c0a00a58777e41be7f62eefc923e51c7892fd53ca82946730c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "464935306dc9b6a5446bea42f5d773f1da8583a974f2d9c7bc8285ce60de0523",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-19T01:37:45Z",
    "title_canon_sha256": "c07f4e40c5bc8b4333323751815b805531b8859a5c7a34ad39a84f0c1590397a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.18396",
    "kind": "arxiv",
    "version": 3
  }
}