Pith Number

pith:ZOMOHONR

pith:2024:ZOMOHONRI57DMLUZ5L7U2YNMEF

not attested not anchored not stored refs pending

Minimax-Optimal Multi-Agent Robust Reinforcement Learning

Gen Li, Yuchen Jiao

arxiv:2412.19873 v1 · 2024-12-27 · 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{ZOMOHONRI57DMLUZ5L7U2YNMEF}

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	2026-07-05T09:54:50.915656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb98e3b9b1477e362e99eaff4d61ac21511587ba10511480d669cd68a25e16d0

Aliases

arxiv: 2412.19873 · arxiv_version: 2412.19873v1 · doi: 10.48550/arxiv.2412.19873 · pith_short_12: ZOMOHONRI57D · pith_short_16: ZOMOHONRI57DMLUZ · pith_short_8: ZOMOHONR

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/ZOMOHONRI57DMLUZ5L7U2YNMEF \
  | 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: cb98e3b9b1477e362e99eaff4d61ac21511587ba10511480d669cd68a25e16d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad5c1ef5b77e349d58ba15906d2b4be842973bedf97ece6569b3f40bb5b1530c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-27T16:37:33Z",
    "title_canon_sha256": "d014264d83a047ec5f5a8b1d86c1aa6c154c4498d5423f9579b16178b5a99977"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19873",
    "kind": "arxiv",
    "version": 1
  }
}