Pith Number

pith:4PPB44T2

pith:2021:4PPB44T2PEPZCWUZQMZ4X26Y6I

not attested not anchored not stored refs pending

Ensemble Bootstrapping for Q-Learning

Chen Tessler, Nadav Merlis, Oren Peer, Ron Meir

arxiv:2103.00445 v2 · 2021-02-28 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4PPB44T2PEPZCWUZQMZ4X26Y6I}

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

1 paper in Pith

An Arbitration Control for an Ensemble of Diversified DQN variants in Continual Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:33:29.942184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3de1e727a791f915a998333cbebd8f237c0d2b2a00ccb8e540309472e7803da

Aliases

arxiv: 2103.00445 · arxiv_version: 2103.00445v2 · doi: 10.48550/arxiv.2103.00445 · pith_short_12: 4PPB44T2PEPZ · pith_short_16: 4PPB44T2PEPZCWUZ · pith_short_8: 4PPB44T2

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/4PPB44T2PEPZCWUZQMZ4X26Y6I \
  | 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: e3de1e727a791f915a998333cbebd8f237c0d2b2a00ccb8e540309472e7803da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "277b0e5e551fa12c04f7a5806f497f32f82aaa5e3b714ca3817efba4b63f2ea4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-28T10:19:47Z",
    "title_canon_sha256": "0abd8fc03a20877fc021fc8b56348a7e96a04e2ca77f23435c945893acbb02ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.00445",
    "kind": "arxiv",
    "version": 2
  }
}