Pith Number

pith:DBGFNEP7

pith:2026:DBGFNEP7HBE4KS2VCMHJYAZWRO

not attested not anchored not stored refs pending

Quasi-Monte Carlo Initialization for Meta-Reinforcement Learning

Julian G. Soltes

arxiv:2607.21637 v1 · 2026-07-21 · 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{DBGFNEP7HBE4KS2VCMHJYAZWRO}

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	2026-07-27T00:20:12.270339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

184c5691ff3849c54b55130e9c03368b9d0b3189e373aaa4896a64f3f3b28d4e

Aliases

arxiv: 2607.21637 · arxiv_version: 2607.21637v1 · doi: 10.48550/arxiv.2607.21637 · pith_short_12: DBGFNEP7HBE4 · pith_short_16: DBGFNEP7HBE4KS2V · pith_short_8: DBGFNEP7

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/DBGFNEP7HBE4KS2VCMHJYAZWRO \
  | 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: 184c5691ff3849c54b55130e9c03368b9d0b3189e373aaa4896a64f3f3b28d4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b86e8b602d877f8bc2eabe161767616025666a6855883d3bffa24b9a6acdd298",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-21T03:30:58Z",
    "title_canon_sha256": "96c2f7c7a03da4a992c161e3fb3d4998fc735bf6fa4ac73c8c9173f02119a61f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.21637",
    "kind": "arxiv",
    "version": 1
  }
}