Pith Number

pith:OQYNA73D

pith:2023:OQYNA73DZQN5AXCP5SA4IK6DLL

not attested not anchored not stored refs pending

Chaos persists in large-scale multi-agent learning despite adaptive learning rates

Emmanouil-Vasileios Vlatakis-Gkaragkounis, Georgios Piliouras, Lampros Flokas

arxiv:2306.01032 v1 · 2023-06-01 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OQYNA73DZQN5AXCP5SA4IK6DLL}

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

Risk-Sensitive Learning in Population Games under Extreme Events: Bifurcations and Chaotic Dynamics

Belief Engine: Configurable and Inspectable Stance Dynamics in Multi-Agent LLM Deliberation

Receipt and verification

First computed	2026-07-05T06:16:37.232272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7430d07f63cc1bd05c4fec81c42bc35ad1bddfdc032393c0ffcc1496f99b636e

Aliases

arxiv: 2306.01032 · arxiv_version: 2306.01032v1 · doi: 10.48550/arxiv.2306.01032 · pith_short_12: OQYNA73DZQN5 · pith_short_16: OQYNA73DZQN5AXCP · pith_short_8: OQYNA73D

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/OQYNA73DZQN5AXCP5SA4IK6DLL \
  | 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: 7430d07f63cc1bd05c4fec81c42bc35ad1bddfdc032393c0ffcc1496f99b636e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d72323bdca7cc1c3005b5c845b880b4d06fbeec4f3859af2922a24fa8047868",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T15:57:11Z",
    "title_canon_sha256": "453cbcaa485a7908e61431d6bafb5c1a21b04d9c61a785f2d190c67e7b250826"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01032",
    "kind": "arxiv",
    "version": 1
  }
}