Pith Number

pith:NADCZG2V

pith:2024:NADCZG2VE3RI2I3UG4UYMDLXBA

not attested not anchored not stored refs pending

Modulating Reservoir Dynamics via Reinforcement Learning for Efficient Robot Skill Synthesis

Erhan Oztop, Zahra Koulaeizadeh

arxiv:2411.10991 v1 · 2024-11-17 · cs.RO · 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{NADCZG2VE3RI2I3UG4UYMDLXBA}

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	2026-07-05T09:36:26.859950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68062c9b5526e28d23743729860d7708027abe43b75a86549ef618024c5dc495

Aliases

arxiv: 2411.10991 · arxiv_version: 2411.10991v1 · doi: 10.48550/arxiv.2411.10991 · pith_short_12: NADCZG2VE3RI · pith_short_16: NADCZG2VE3RI2I3U · pith_short_8: NADCZG2V

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/NADCZG2VE3RI2I3UG4UYMDLXBA \
  | 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: 68062c9b5526e28d23743729860d7708027abe43b75a86549ef618024c5dc495

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1f38c50af4649c3cbd92949ef941c243b707ee33eb5f93acac0b5a7b6d1920a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-11-17T07:25:54Z",
    "title_canon_sha256": "25aeedf4f3d8aeacdc877ce12739bcfb1393c8d2d1dd9454c5be1f7af9ed7b70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10991",
    "kind": "arxiv",
    "version": 1
  }
}