Pith Number

pith:GVJ45LT6

pith:2019:GVJ45LT6SYBH3CHU6AYQFLYVDW

not attested not anchored not stored refs pending

Biased Aggregation, Rollout, and Enhanced Policy Improvement for Reinforcement Learning

Dimitri Bertsekas

arxiv:1910.02426 v1 · 2019-10-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GVJ45LT6SYBH3CHU6AYQFLYVDW}

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

An Error Bound for Aggregation in Approximate Dynamic Programming

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T00:10:08.259721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3553ceae7e96027d88f4f03102af151d8559868d6092bc27cd460c7fe2d4270f

Aliases

arxiv: 1910.02426 · arxiv_version: 1910.02426v1 · doi: 10.48550/arxiv.1910.02426 · pith_short_12: GVJ45LT6SYBH · pith_short_16: GVJ45LT6SYBH3CHU · pith_short_8: GVJ45LT6

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/GVJ45LT6SYBH3CHU6AYQFLYVDW \
  | 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: 3553ceae7e96027d88f4f03102af151d8559868d6092bc27cd460c7fe2d4270f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c264d9f819303bdedf47d0f6f086c2c7c28d2bebb7e936ea5c545e9f62fc9f9d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-06T11:51:00Z",
    "title_canon_sha256": "642dcd41d20a877a9dc043d2738d9522246285804deaa23bdbf777f71bb12fa4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.02426",
    "kind": "arxiv",
    "version": 1
  }
}