Pith Number

pith:AGMZ6PUP

pith:2017:AGMZ6PUPULMPXL5OSTSMWR5J3A

not attested not anchored not stored refs pending

Learning with Opponent-Learning Awareness

Igor Mordatch, Jakob N. Foerster, Maruan Al-Shedivat, Pieter Abbeel, Richard Y. Chen, Shimon Whiteson

arxiv:1709.04326 v4 · 2017-09-13 · cs.AI · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGMZ6PUPULMPXL5OSTSMWR5J3A}

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

2 papers in Pith

Memory-Induced Supra-Competitive Outcomes Between Deep Reinforcement Learning Agents in Optimal Trade Execution

VS-Bench: Evaluating VLMs for Strategic Abilities in Multi-Agent Environments

Receipt and verification

First computed	2026-05-18T00:05:19.680654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01999f3e8fa2d8fbafae94e4cb47a9d80de2200c19405e3adf097390f87f9684

Aliases

arxiv: 1709.04326 · arxiv_version: 1709.04326v4 · doi: 10.48550/arxiv.1709.04326 · pith_short_12: AGMZ6PUPULMP · pith_short_16: AGMZ6PUPULMPXL5O · pith_short_8: AGMZ6PUP

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/AGMZ6PUPULMPXL5OSTSMWR5J3A \
  | 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: 01999f3e8fa2d8fbafae94e4cb47a9d80de2200c19405e3adf097390f87f9684

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e80d6be3effe879934f085a53058329f83d88c5d55b4d772897c571e75f8752a",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-09-13T13:42:15Z",
    "title_canon_sha256": "5f5ef6e35d7dd77643613be1d57f709273b1203ac5f06b15e631f5822337973d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.04326",
    "kind": "arxiv",
    "version": 4
  }
}