Pith Number

pith:MZHKTPI4

pith:2015:MZHKTPI4P25JGWF753KCKAHU3L

not attested not anchored not stored refs pending

Prioritized Experience Replay

David Silver, Ioannis Antonoglou, John Quan, Tom Schaul

arxiv:1511.05952 v4 · 2015-11-18 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MZHKTPI4P25JGWF753KCKAHU3L}

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

41 papers in Pith

Finding Needles in a Moving Haystack: Prioritizing Alerts with Adversarial Reinforcement Learning

A Deep Reinforcement Learning Approach for Global Routing

Continual Reinforcement Learning with Diversity Exploration and Adversarial Self-Correction

Optimal Use of Experience in First Person Shooter Environments

In Hindsight: A Smooth Reward for Steady Exploration

Receipt and verification

First computed	2026-05-18T01:20:01.125362Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

664ea9bd1c7eba9358bfeed42500f4dad6d42931d7f3e8f7dacf8da7ea57aa4d

Aliases

arxiv: 1511.05952 · arxiv_version: 1511.05952v4 · doi: 10.48550/arxiv.1511.05952 · pith_short_12: MZHKTPI4P25J · pith_short_16: MZHKTPI4P25JGWF7 · pith_short_8: MZHKTPI4

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/MZHKTPI4P25JGWF753KCKAHU3L \
  | 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: 664ea9bd1c7eba9358bfeed42500f4dad6d42931d7f3e8f7dacf8da7ea57aa4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abce482d96085da6ab3e9de627f2cffd47e9211383053b88cbb7d82586547e02",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-11-18T20:54:44Z",
    "title_canon_sha256": "c7fa449cdf7ed99a02d26c8bb7b03bedbfbb8dd789b862b7eb48a35ba0004664"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.05952",
    "kind": "arxiv",
    "version": 4
  }
}