Pith. sign in
Pith Number

pith:U5TLXF7Q

pith:2024:U5TLXF7QKCBTZ5CZGHW5WTM63R
not attested not anchored not stored refs pending

Monte Carlo Tree Search with Spectral Expansion for Planning with Dynamical Systems

Benjamin Riviere, John Lathrop, Soon-Jo Chung

arxiv:2412.11270 v1 · 2024-12-15 · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{U5TLXF7QKCBTZ5CZGHW5WTM63R}

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 2026-07-05T09:49:29.845989Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a766bb97f050833cf45931eddb4d9edc5006bcc175d9228f38c17ad5e8359b5b

Aliases

arxiv: 2412.11270 · arxiv_version: 2412.11270v1 · doi: 10.48550/arxiv.2412.11270 · pith_short_12: U5TLXF7QKCBT · pith_short_16: U5TLXF7QKCBTZ5CZ · pith_short_8: U5TLXF7Q
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U5TLXF7QKCBTZ5CZGHW5WTM63R \
  | 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: a766bb97f050833cf45931eddb4d9edc5006bcc175d9228f38c17ad5e8359b5b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f52d40e73258bbe2453bbf8da9f1003eff20167fa4feb657889bae2267debb8c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-12-15T18:24:26Z",
    "title_canon_sha256": "7650e2d1758169c41400dfb0f6ca21f2bcacd6e453f573335392de3b44aa8a1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11270",
    "kind": "arxiv",
    "version": 1
  }
}