Pith Number

pith:APNOL3YG

pith:2018:APNOL3YGOQJCYF7B7BHXMHUOWI

not attested not anchored not stored refs pending

State-Augmentation Transformations for Risk-Sensitive Reinforcement Learning

Jia Yuan Yu, Shuai Ma

arxiv:1804.05950 v2 · 2018-04-16 · cs.AI

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

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\usepackage{pith}
\pithnumber{APNOL3YGOQJCYF7B7BHXMHUOWI}

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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

2 papers in Pith

A Scheme for Dynamic Risk-Sensitive Sequential Decision Making

Variance-Based Risk Estimations in Markov Processes via Transformation with State Lumping

Receipt and verification

First computed	2026-05-17T23:59:32.812722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03dae5ef0674122c17e1f84f761e8eb20d64355c6edfe169b309beb7ba09da73

Aliases

arxiv: 1804.05950 · arxiv_version: 1804.05950v2 · doi: 10.48550/arxiv.1804.05950 · pith_short_12: APNOL3YGOQJC · pith_short_16: APNOL3YGOQJCYF7B · pith_short_8: APNOL3YG

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/APNOL3YGOQJCYF7B7BHXMHUOWI \
  | 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: 03dae5ef0674122c17e1f84f761e8eb20d64355c6edfe169b309beb7ba09da73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37567086ed6f26736a0af1d56c2d05faf8618fc0323579fb1b5b3ebdb1d52080",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-04-16T21:38:40Z",
    "title_canon_sha256": "51702c371a79612a60db8e8e9a5610cad3b7626d2620fb8f2f8a5fc625483aa6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.05950",
    "kind": "arxiv",
    "version": 2
  }
}