Pith Number

pith:UZONRMVL

pith:2025:UZONRMVL64VDMAFKKBK7SSFJPL

not attested not anchored not stored refs pending

Policy Gradient with Tree Search: Avoiding Local Optimas through Lookahead

Giorgia Ramponi, Kfir Yehuda Levy, Navdeep Kumar, Shie Mannor, Uri Gadot, Uri Koren

arxiv:2506.07054 v1 · 2025-06-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UZONRMVL64VDMAFKKBK7SSFJPL}

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

1 paper in Pith

Optimal Sample Complexity for Single Time-Scale Actor-Critic with Momentum

Receipt and verification

First computed	2026-07-05T11:18:00.454341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a65cd8b2abf72a3600aa5055f948a97ae4f071a466816f1281ce3b0786a4c4ed

Aliases

arxiv: 2506.07054 · arxiv_version: 2506.07054v1 · doi: 10.48550/arxiv.2506.07054 · pith_short_12: UZONRMVL64VD · pith_short_16: UZONRMVL64VDMAFK · pith_short_8: UZONRMVL

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/UZONRMVL64VDMAFKKBK7SSFJPL \
  | 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: a65cd8b2abf72a3600aa5055f948a97ae4f071a466816f1281ce3b0786a4c4ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "733587fa37c0b596ccc834b499fa2539c2fe95bbd3e406640998760de57e533f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-08T09:28:11Z",
    "title_canon_sha256": "7ac0da4cfef2f1d785a0c972b8b595bf87774dec337e35184e4114f1bd12df25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07054",
    "kind": "arxiv",
    "version": 1
  }
}