Pith Number

pith:BLGWF5ZY

pith:2024:BLGWF5ZYIBZCQS57DZUUVRIF2Y

not attested not anchored not stored refs pending

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks

Kevin McKee

arxiv:2412.13093 v1 · 2024-12-17 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BLGWF5ZYIBZCQS57DZUUVRIF2Y}

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	2026-07-05T09:50:40.112120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0acd62f7384072284bbf1e694ac505d6070510e08a1eb1037df945f18e0907d8

Aliases

arxiv: 2412.13093 · arxiv_version: 2412.13093v1 · doi: 10.48550/arxiv.2412.13093 · pith_short_12: BLGWF5ZYIBZC · pith_short_16: BLGWF5ZYIBZCQS57 · pith_short_8: BLGWF5ZY

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/BLGWF5ZYIBZCQS57DZUUVRIF2Y \
  | 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: 0acd62f7384072284bbf1e694ac505d6070510e08a1eb1037df945f18e0907d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fad1bebca654e8e5f2c8b25f38b4eb55a7dba854410a962033bd67628136956",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T17:02:06Z",
    "title_canon_sha256": "dd99f91aed612f36e806859a768f4c4021acc6ed6a4d29896629aa649af7ba2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13093",
    "kind": "arxiv",
    "version": 1
  }
}