Pith Number

pith:G36KQDHA

pith:2026:G36KQDHA4QHAV2LCEZI2X2LRS3

not attested not anchored not stored refs pending

Stochastic Resetting Accelerates Reinforcement Learning Beyond Random Search

David J. Schwab, Jello Zhou, Vudtiwat Ngampruetikorn

arxiv:2603.16842 v2 · 2026-03-17 · cs.LG · cond-mat.dis-nn · cond-mat.stat-mech · cs.SY · eess.SY · physics.bio-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G36KQDHA4QHAV2LCEZI2X2LRS3}

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	2026-07-21T01:21:43.740148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36fca80ce0e40e0ae9622651abe97196f59dcd6d5c5a7d439f69feeb10c47821

Aliases

arxiv: 2603.16842 · arxiv_version: 2603.16842v2 · doi: 10.48550/arxiv.2603.16842 · pith_short_12: G36KQDHA4QHA · pith_short_16: G36KQDHA4QHAV2LC · pith_short_8: G36KQDHA

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/G36KQDHA4QHAV2LCEZI2X2LRS3 \
  | 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: 36fca80ce0e40e0ae9622651abe97196f59dcd6d5c5a7d439f69feeb10c47821

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c13cab6b4df105cac09050e4f70b1d5a87def9cb896dc274e564aa6da65ad6f",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cond-mat.stat-mech",
      "cs.SY",
      "eess.SY",
      "physics.bio-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-17T17:50:32Z",
    "title_canon_sha256": "b1a9e123b1fc0a9c2078e7529525341faabc752c629180d719237971a390da74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.16842",
    "kind": "arxiv",
    "version": 2
  }
}