Pith Number

pith:SLHGFWK4

pith:2026:SLHGFWK4J33QYDIOOMZ2GDY5MJ

not attested not anchored not stored refs pending

Multi$^2$: Hierarchical Multi-Agent Decision-Making with LLM-Based Agents in Interactive Environments

Minhae Kwon, Sangeun Park

arxiv:2606.03698 v1 · 2026-06-02 · 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{SLHGFWK4J33QYDIOOMZ2GDY5MJ}

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	2026-06-03T01:06:04.829650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92ce62d95c4ef70c0d0e7333a30f1d6241c7b3733c8a72e933a9640909ee4214

Aliases

arxiv: 2606.03698 · arxiv_version: 2606.03698v1 · doi: 10.48550/arxiv.2606.03698 · pith_short_12: SLHGFWK4J33Q · pith_short_16: SLHGFWK4J33QYDIO · pith_short_8: SLHGFWK4

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/SLHGFWK4J33QYDIOOMZ2GDY5MJ \
  | 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: 92ce62d95c4ef70c0d0e7333a30f1d6241c7b3733c8a72e933a9640909ee4214

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46777a6a80862d0268157016badd8c4b0d2f7db589dc8f8046c0a0bc524490dc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-02T14:20:09Z",
    "title_canon_sha256": "b68242be363e21583125780d26113f1f6d70f30c1c9714179c5428054fe86eb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.03698",
    "kind": "arxiv",
    "version": 1
  }
}