Pith Number

pith:IUEA73S6

pith:2017:IUEA73S6A3OH5WB4DHLJX27LNC

not attested not anchored not stored refs pending

Rainbow: Combining Improvements in Deep Reinforcement Learning

Bilal Piot, Dan Horgan, David Silver, Georg Ostrovski, Hado van Hasselt, Joseph Modayil, Matteo Hessel, Mohammad Azar, Tom Schaul, Will Dabney

arxiv:1710.02298 v1 · 2017-10-06 · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUEA73S6A3OH5WB4DHLJX27LNC}

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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

6 papers in Pith

Disentangled Skill Embeddings for Reinforcement Learning

On Multi-Agent Learning in Team Sports Games

Benchmarking Batch Deep Reinforcement Learning Algorithms

Long-Horizon Q-Learning: Accurate Value Learning via n-Step Inequalities

Receipt and verification

First computed	2026-05-18T00:33:33.869922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45080fee5e06dc7ed83c19d69bebeb68986f1ae37d4506ee63584d28065f5e09

Aliases

arxiv: 1710.02298 · arxiv_version: 1710.02298v1 · doi: 10.48550/arxiv.1710.02298 · pith_short_12: IUEA73S6A3OH · pith_short_16: IUEA73S6A3OH5WB4 · pith_short_8: IUEA73S6

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/IUEA73S6A3OH5WB4DHLJX27LNC \
  | 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: 45080fee5e06dc7ed83c19d69bebeb68986f1ae37d4506ee63584d28065f5e09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c200fe1111f33a2f8bbae6d9c127fb1b1837d0df2c1b5fa85490140577f5c0b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-10-06T07:45:46Z",
    "title_canon_sha256": "e29475bec41425330b65d41682b13bd1155e1a568429b2c8b88f5dbd571e3ad5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.02298",
    "kind": "arxiv",
    "version": 1
  }
}