Pith Number

pith:JO5MQ7XS

pith:2024:JO5MQ7XSVUQ33X2ANLETVHV6AR

not attested not anchored not stored refs pending

Deep reinforcement learning with time-scale invariant memory

James Mochizuki-Freeman, Md Rysul Kabir, Zoran Tiganj

arxiv:2412.15292 v1 · 2024-12-19 · cs.AI · 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{JO5MQ7XSVUQ33X2ANLETVHV6AR}

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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.

Cited by

1 paper in Pith

Dynamical Priors as a Training Objective in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:52:20.794067Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bbac87ef2ad21bddf406ac93a9ebe04419c0cf64953ffaeefbdd74e80db6e13

Aliases

arxiv: 2412.15292 · arxiv_version: 2412.15292v1 · doi: 10.48550/arxiv.2412.15292 · pith_short_12: JO5MQ7XSVUQ3 · pith_short_16: JO5MQ7XSVUQ33X2A · pith_short_8: JO5MQ7XS

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/JO5MQ7XSVUQ33X2ANLETVHV6AR \
  | 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: 4bbac87ef2ad21bddf406ac93a9ebe04419c0cf64953ffaeefbdd74e80db6e13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9afedca64b5c573d2537f74514b75d9e56893612d8c9d2366a32bcdbacb41b4c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-19T07:20:03Z",
    "title_canon_sha256": "33e6970490f52da3e2e69a017d7ed5c504c7831e4bfc70df530e3eb68aa0b43c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15292",
    "kind": "arxiv",
    "version": 1
  }
}