Pith Number

pith:SPOK7FQW

pith:2022:SPOK7FQWM7Q6FHVYSEKJEYPAV4

not attested not anchored not stored refs pending

Diversity-based Deep Reinforcement Learning Towards Multidimensional Difficulty for Fighting Game AI

Emily Halina, Matthew Guzdial

arxiv:2211.02759 v1 · 2022-11-04 · 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{SPOK7FQWM7Q6FHVYSEKJEYPAV4}

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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

An Exploration of Collision-based Enemy Morphology Generation

Receipt and verification

First computed	2026-07-05T05:13:21.202102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93dcaf961667e1e29eb891149261e0af3c82b6bec135d9d81c3c6595969dd2ec

Aliases

arxiv: 2211.02759 · arxiv_version: 2211.02759v1 · doi: 10.48550/arxiv.2211.02759 · pith_short_12: SPOK7FQWM7Q6 · pith_short_16: SPOK7FQWM7Q6FHVY · pith_short_8: SPOK7FQW

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/SPOK7FQWM7Q6FHVYSEKJEYPAV4 \
  | 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: 93dcaf961667e1e29eb891149261e0af3c82b6bec135d9d81c3c6595969dd2ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53163f62d1881baade49ca774edbf0e3d62b44e925358582e75618cb153a71b4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-04T21:49:52Z",
    "title_canon_sha256": "ec71cb94dc1000ee4d65790b2f5e80a936bb602932153efa279247788b50f27d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02759",
    "kind": "arxiv",
    "version": 1
  }
}