Pith Number

pith:TSRY2IQX

pith:2024:TSRY2IQXTYBESIKKGSUJNKAQ4T

not attested not anchored not stored refs pending

Robust Imitation Learning for Automated Game Testing

Guy Moss, Pierluigi Vito Amadori, Ryan Spick, Timothy Bradley

arxiv:2401.04572 v1 · 2024-01-09 · 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{TSRY2IQXTYBESIKKGSUJNKAQ4T}

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

2 papers in Pith

CA2: Code-Aware Agent for Automated Game Testing

MIMIC-Py: An Extensible Tool for Personality-Driven Automated Game Testing with Large Language Models

Receipt and verification

First computed	2026-07-05T07:31:46.434487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ca38d22179e0249214a34a896a810e4e9c6dc1c41285a68e7e43105841dad0a

Aliases

arxiv: 2401.04572 · arxiv_version: 2401.04572v1 · doi: 10.48550/arxiv.2401.04572 · pith_short_12: TSRY2IQXTYBE · pith_short_16: TSRY2IQXTYBESIKK · pith_short_8: TSRY2IQX

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/TSRY2IQXTYBESIKKGSUJNKAQ4T \
  | 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: 9ca38d22179e0249214a34a896a810e4e9c6dc1c41285a68e7e43105841dad0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecff83aab932af2906a7b6a2aea82e80f54b27d0b32cbc153a4fdc4e0b7bebc9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-09T14:18:25Z",
    "title_canon_sha256": "9b0b275bbbcc8ee6112baeb954e1bf3e0001610c9ea940af0cfff151a29456d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.04572",
    "kind": "arxiv",
    "version": 1
  }
}