Pith Number

pith:3R4VRVQL

pith:2026:3R4VRVQLMTIBYGZUV3REKKC7CF

not attested not anchored not stored refs pending

Reflex: Reinforcement Learning with Reflection Symmetry Exploitation in State-Based Continuous Control

Shuai Zhen, Yanhua Yu, Yifan Zhang, Yuling Wang

arxiv:2605.23415 v1 · 2026-05-22 · 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{3R4VRVQLMTIBYGZUV3REKKC7CF}

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	2026-05-25T02:01:53.312056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc7958d60b64d01c1b34aee245285f1163aaa403bb21777a4922cf46d606188d

Aliases

arxiv: 2605.23415 · arxiv_version: 2605.23415v1 · doi: 10.48550/arxiv.2605.23415 · pith_short_12: 3R4VRVQLMTIB · pith_short_16: 3R4VRVQLMTIBYGZU · pith_short_8: 3R4VRVQL

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/3R4VRVQLMTIBYGZUV3REKKC7CF \
  | 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: dc7958d60b64d01c1b34aee245285f1163aaa403bb21777a4922cf46d606188d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d2a08785640580dac4f8961d633878ea098a052d8194dc8e0ba6bdf5dc62c6e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-22T09:24:44Z",
    "title_canon_sha256": "02c3d8093bf1cce53fed0eacbf4d9a3d8cc94cfecd5666b566bcdd4a04f27507"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.23415",
    "kind": "arxiv",
    "version": 1
  }
}