Pith Number

pith:X2SA4KXK

pith:2022:X2SA4KXK27NECYWWLN36KNG6N7

not attested not anchored not stored refs pending

Imitating Opponent to Win: Adversarial Policy Imitation Learning in Two-player Competitive Games

Thanh H. Nguyen, The Viet Bui, Tien Mai

arxiv:2210.16915 v1 · 2022-10-30 · 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{X2SA4KXK27NECYWWLN36KNG6N7}

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	2026-07-05T05:11:52.444488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bea40e2aead7da4162d65b77e534de6fe19f003546f8165283e80e9b8ce61af5

Aliases

arxiv: 2210.16915 · arxiv_version: 2210.16915v1 · doi: 10.48550/arxiv.2210.16915 · pith_short_12: X2SA4KXK27NE · pith_short_16: X2SA4KXK27NECYWW · pith_short_8: X2SA4KXK

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/X2SA4KXK27NECYWWLN36KNG6N7 \
  | 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: bea40e2aead7da4162d65b77e534de6fe19f003546f8165283e80e9b8ce61af5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0176caa8c38ce0702973040c1ff901205c05f630b563afabd4b17bfb4a5691e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-30T18:32:02Z",
    "title_canon_sha256": "22ccdc4de660b8bab5aa3f8a234357e4bc17a37446940e9180f912d82ee9b20e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.16915",
    "kind": "arxiv",
    "version": 1
  }
}