Pith. sign in
Pith Number

pith:XXEYWOQG

pith:2025:XXEYWOQGYZIVU642NJWFJB5AE6
not attested not anchored not stored refs pending

Is Learning Effective in Dynamic Strategic Interactions? Evidence from Stackelberg Games

Haifeng Xu, Michael Albert, Minbiao Han, Quinlan Dawkins

arxiv:2504.15568 v1 · 2025-04-22 · cs.GT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XXEYWOQGYZIVU642NJWFJB5AE6}

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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.
Receipt and verification
First computed 2026-07-05T10:52:26.757579Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bdc98b3a06c6515a7b9a6a6c5487a027bbaeecb9fe6efa7f8ff73a0c0f259580

Aliases

arxiv: 2504.15568 · arxiv_version: 2504.15568v1 · doi: 10.48550/arxiv.2504.15568 · pith_short_12: XXEYWOQGYZIV · pith_short_16: XXEYWOQGYZIVU642 · pith_short_8: XXEYWOQG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XXEYWOQGYZIVU642NJWFJB5AE6 \
  | 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: bdc98b3a06c6515a7b9a6a6c5487a027bbaeecb9fe6efa7f8ff73a0c0f259580
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bb5697a575124b27d0f3ffaf450f12c696a955c1866936cf57d44851376ab514",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2025-04-22T03:44:05Z",
    "title_canon_sha256": "fdc251d90956e9b1dbe25a404aa9fd8ce79b9072c8e96b5b25b98a665a50201c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15568",
    "kind": "arxiv",
    "version": 1
  }
}