Pith Number

pith:2KMWNBGD

pith:2021:2KMWNBGDM4L6TOML5PHEOE7T2C

not attested not anchored not stored refs pending

The ODE Method for Asymptotic Statistics in Stochastic Approximation and Reinforcement Learning

Adithya Devraj, Ioannis Kontoyiannis, Sean Meyn, Shuhang Chen, Vivek Borkar

arxiv:2110.14427 v6 · 2021-10-27 · math.ST · cs.LG · stat.TH

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\usepackage{pith}
\pithnumber{2KMWNBGDM4L6TOML5PHEOE7T2C}

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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

Stability and Sensitivity Analysis of Relative Temporal-Difference Learning: Extended Version

Receipt and verification

First computed	2026-07-05T09:35:44.902450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2996684c36717e9b98bebce4713f3d09ddb833b83d309ed0b2380098207db66

Aliases

arxiv: 2110.14427 · arxiv_version: 2110.14427v6 · doi: 10.48550/arxiv.2110.14427 · pith_short_12: 2KMWNBGDM4L6 · pith_short_16: 2KMWNBGDM4L6TOML · pith_short_8: 2KMWNBGD

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/2KMWNBGDM4L6TOML5PHEOE7T2C \
  | 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: d2996684c36717e9b98bebce4713f3d09ddb833b83d309ed0b2380098207db66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0381f511f67f19e9abec07077e31678dc2f42b15d62c616dd1cefeba826d46e5",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2021-10-27T13:38:25Z",
    "title_canon_sha256": "58a1143a1d3d3ae8890af9f7c66ff92f17a20c8fe07c427deda7dbd89628e61c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.14427",
    "kind": "arxiv",
    "version": 6
  }
}