Pith Number

pith:DZMOQKYP

pith:2015:DZMOQKYP5CUAQ54MPB3XOSKMTH

not attested not anchored not stored refs pending

Increasing the Action Gap: New Operators for Reinforcement Learning

Arthur Guez, Georg Ostrovski, Marc G. Bellemare, Philip S. Thomas, R\'emi Munos

arxiv:1512.04860 v1 · 2015-12-15 · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZMOQKYP5CUAQ54MPB3XOSKMTH}

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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

On Inductive Biases in Deep Reinforcement Learning

Receipt and verification

First computed	2026-05-18T01:24:15.255550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e58e82b0fe8a808778c787777494c99de8bdd0e544075015a26a88bb2405ec9

Aliases

arxiv: 1512.04860 · arxiv_version: 1512.04860v1 · doi: 10.48550/arxiv.1512.04860 · pith_short_12: DZMOQKYP5CUA · pith_short_16: DZMOQKYP5CUAQ54M · pith_short_8: DZMOQKYP

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/DZMOQKYP5CUAQ54MPB3XOSKMTH \
  | 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: 1e58e82b0fe8a808778c787777494c99de8bdd0e544075015a26a88bb2405ec9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "150ad4a54cd49ed48064f51758b087458606123b83e39d81701f4b9b75b93d7e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2015-12-15T17:13:49Z",
    "title_canon_sha256": "d6f38ad246e599b6940bef5e4290001bdb6d12c324374832951725a2f2dd0c9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1512.04860",
    "kind": "arxiv",
    "version": 1
  }
}