Pith Number

pith:HMBDRT2C

pith:2020:HMBDRT2CD4UFO7NX25TN4VVWWE

not attested not anchored not stored refs pending

A Gradient-Aware Search Algorithm for Constrained Markov Decision Processes

Lin X. Cai, Prasanna Balaprakash, Sami Khairy

arxiv:2005.03718 v1 · 2020-05-07 · cs.LG · eess.SP · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{HMBDRT2CD4UFO7NX25TN4VVWWE}

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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

Operator Splitting for Convex Constrained Markov Decision Processes

Receipt and verification

First computed	2026-07-05T01:01:25.300262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b0238cf421f28577db7d766de56b6b10f33e47b463b8ddae38b15c69625c459

Aliases

arxiv: 2005.03718 · arxiv_version: 2005.03718v1 · doi: 10.48550/arxiv.2005.03718 · pith_short_12: HMBDRT2CD4UF · pith_short_16: HMBDRT2CD4UFO7NX · pith_short_8: HMBDRT2C

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/HMBDRT2CD4UFO7NX25TN4VVWWE \
  | 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: 3b0238cf421f28577db7d766de56b6b10f33e47b463b8ddae38b15c69625c459

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b884112698053d41d975ca536e6ff0ea64917571c782e76e17b62e29708d717",
    "cross_cats_sorted": [
      "eess.SP",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-07T19:38:09Z",
    "title_canon_sha256": "70ffc5939935bdc3a3680667246ff6afeb271172a0e862f64d3e373828084ac7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.03718",
    "kind": "arxiv",
    "version": 1
  }
}