Pith Number

pith:L5GGYVNH

pith:2019:L5GGYVNH5AR6AW6DTSKSNDKYSS

not attested not anchored not stored refs pending

Convergence of Learning Dynamics in Stackelberg Games

Benjamin Chasnov, Lillian J. Ratliff, Tanner Fiez

arxiv:1906.01217 v3 · 2019-06-04 · cs.GT · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L5GGYVNH5AR6AW6DTSKSNDKYSS}

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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.

Cited by

3 papers in Pith

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory

Near-Optimal Last-Iterate Convergence for Zero-Sum Games with Bandit Feedback and Opponent Actions

Finite-Time Analysis of Q-Value Iteration for General-Sum Stackelberg Games

Receipt and verification

First computed	2026-07-05T09:45:04.292681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f4c6c55a7e823e05bc39c95268d5894b652a4781fa64e3a1f3e7fb78bc42410

Aliases

arxiv: 1906.01217 · arxiv_version: 1906.01217v3 · doi: 10.48550/arxiv.1906.01217 · pith_short_12: L5GGYVNH5AR6 · pith_short_16: L5GGYVNH5AR6AW6D · pith_short_8: L5GGYVNH

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/L5GGYVNH5AR6AW6DTSKSNDKYSS \
  | 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: 5f4c6c55a7e823e05bc39c95268d5894b652a4781fa64e3a1f3e7fb78bc42410

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f90f10bd239ab8698aed120727b1b5d1f80a742d2c762989654bdae087c4823f",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2019-06-04T06:27:34Z",
    "title_canon_sha256": "8972d1c63f707dd362716bfee8e29f855cf8d5c3165d15e3ccdb812814f49eae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01217",
    "kind": "arxiv",
    "version": 3
  }
}