Pith Number

pith:WL2ENWWR

pith:2016:WL2ENWWRC4M6UUZMHRZCN4VF5L

not attested not anchored not stored refs pending

Learning to reinforcement learn

Charles Blundell, Dharshan Kumaran, Dhruva Tirumala, Hubert Soyer, Jane X Wang, Joel Z Leibo, Matt Botvinick, Remi Munos, Zeb Kurth-Nelson

arxiv:1611.05763 v3 · 2016-11-17 · 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{WL2ENWWRC4M6UUZMHRZCN4VF5L}

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

19 papers in Pith

Generalizing from a few environments in safety-critical reinforcement learning

Evolvability ES: Scalable and Direct Optimization of Evolvability

Environment Probing Interaction Policies

Partner Modelling Emerges in Recurrent Agents (But Only When It Matters)

From Cumulative Constraints to Adaptive Runtime Safety Control for Nonstationary Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:52:22.467230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2f446dad11719ea532c3c7226f2a5eac69bd0f1e3279a4a490104d2db8965b2

Aliases

arxiv: 1611.05763 · arxiv_version: 1611.05763v3 · doi: 10.48550/arxiv.1611.05763 · pith_short_12: WL2ENWWRC4M6 · pith_short_16: WL2ENWWRC4M6UUZM · pith_short_8: WL2ENWWR

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/WL2ENWWRC4M6UUZMHRZCN4VF5L \
  | 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: b2f446dad11719ea532c3c7226f2a5eac69bd0f1e3279a4a490104d2db8965b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b62dae1211324e21f9250ae4deeea9f588474cdbf809fd3e76391371ecad238e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-17T16:29:11Z",
    "title_canon_sha256": "8ee3556dfddc72ddf7cf235e11b7c6579d128d771cf60f0c807b207004c13b14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.05763",
    "kind": "arxiv",
    "version": 3
  }
}