Pith Number

pith:OQXYG5RL

pith:2016:OQXYG5RLJ7UG2ARDWVVXHLHTXT

not attested not anchored not stored refs pending

Stochastic Primal-Dual Methods and Sample Complexity of Reinforcement Learning

Mengdi Wang, Yichen Chen

arxiv:1612.02516 v1 · 2016-12-08 · stat.ML · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OQXYG5RLJ7UG2ARDWVVXHLHTXT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Value Mirror Descent for Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:55:33.519167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

742f83762b4fe86d0223b56b73acf3bcfcf7955586e7b0197f64574eae7095b4

Aliases

arxiv: 1612.02516 · arxiv_version: 1612.02516v1 · doi: 10.48550/arxiv.1612.02516 · pith_short_12: OQXYG5RLJ7UG · pith_short_16: OQXYG5RLJ7UG2ARD · pith_short_8: OQXYG5RL

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/OQXYG5RLJ7UG2ARDWVVXHLHTXT \
  | 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: 742f83762b4fe86d0223b56b73acf3bcfcf7955586e7b0197f64574eae7095b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23943e0fe3ca6b0bff5e9da6bdd4c0b5f3a61d93fad8ae0432947fb6f5135a77",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-12-08T03:05:41Z",
    "title_canon_sha256": "62f97b952d4be531bcd8f27d1bd94b6ef287489aa2afde83f51c9c5825dbe19c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1612.02516",
    "kind": "arxiv",
    "version": 1
  }
}