Pith Number

pith:K57ZSADN

pith:2024:K57ZSADNUIEWDCNGXRYOXVRNPR

not attested not anchored not stored refs pending

Advancing DRL Agents in Commercial Fighting Games: Training, Integration, and Agent-Human Alignment

Chen Zhang, Elvis S. Liu, Hong Wang, Jian Zhao, Qiang He, Yang Wang, Zhou Yuan

arxiv:2406.01103 v1 · 2024-06-03 · cs.AI · cs.HC · 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{K57ZSADNUIEWDCNGXRYOXVRNPR}

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

1 paper in Pith

EvoCurr: Self-evolving Curriculum with Behavior Code Generation for Complex Decision-making

Receipt and verification

First computed	2026-07-05T08:27:10.658914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

577f99006da2096189a6bc70ebd62d7c52997b24f36197c4513cf7955115fd15

Aliases

arxiv: 2406.01103 · arxiv_version: 2406.01103v1 · doi: 10.48550/arxiv.2406.01103 · pith_short_12: K57ZSADNUIEW · pith_short_16: K57ZSADNUIEWDCNG · pith_short_8: K57ZSADN

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/K57ZSADNUIEWDCNGXRYOXVRNPR \
  | 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: 577f99006da2096189a6bc70ebd62d7c52997b24f36197c4513cf7955115fd15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a45ad7f33d7129dcc12ea625176c7d54042eab17e4f1484dbb2cdbc95c19251",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-03T08:39:15Z",
    "title_canon_sha256": "e5ac7c5f21cefca0f202d257dd7f9d9303bdc126474e22571b2930b67d3eb7f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01103",
    "kind": "arxiv",
    "version": 1
  }
}