Pith Number

pith:DWHIYUUE

pith:2022:DWHIYUUEKJ5ZNHAD54627ALKQQ

not attested not anchored not stored refs pending

Learning to Guide Multiple Heterogeneous Actors from a Single Human Demonstration via Automatic Curriculum Learning in StarCraft II

Anjon Basak, Derrik E. Asher, James Hare, John Richardson, Mark Mittrick, Nicholas Waytowich, Vinicius G. Goecks

arxiv:2205.05784 v1 · 2022-05-11 · cs.LG · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DWHIYUUEKJ5ZNHAD54627ALKQQ}

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.

Receipt and verification

First computed	2026-07-05T04:22:41.768686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d8e8c5284527b969c03ef3daf816a840f7fa6db0a92d749328d9cffc88f29ef

Aliases

arxiv: 2205.05784 · arxiv_version: 2205.05784v1 · doi: 10.48550/arxiv.2205.05784 · pith_short_12: DWHIYUUEKJ5Z · pith_short_16: DWHIYUUEKJ5ZNHAD · pith_short_8: DWHIYUUE

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/DWHIYUUEKJ5ZNHAD54627ALKQQ \
  | 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: 1d8e8c5284527b969c03ef3daf816a840f7fa6db0a92d749328d9cffc88f29ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb98131565dec764e0be9977e211dbbecb96f676201409f575e49d2a34348d25",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-11T21:53:11Z",
    "title_canon_sha256": "88526cc0e0f04414725f16b2a4fff24aad4365b92d3f6c589f04bf5a64e91f04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.05784",
    "kind": "arxiv",
    "version": 1
  }
}