Pith Number

pith:BTVZMZEW

pith:2024:BTVZMZEWFBIQ3L5WREXU2ZLJGL

not attested not anchored not stored refs pending

In value-based deep reinforcement learning, a pruned network is a good network

Aaron Courville, Johan Obando-Ceron, Pablo Samuel Castro

arxiv:2402.12479 v3 · 2024-02-19 · 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{BTVZMZEWFBIQ3L5WREXU2ZLJGL}

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.

Cited by

1 paper in Pith

A Meta Reinforcement Learning Approach to Goals-Based Wealth Management

Receipt and verification

First computed	2026-07-05T08:36:22.826068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ceb96649628510dafb6892f4d656932f57c2242aa709a7175338b8ac488967e

Aliases

arxiv: 2402.12479 · arxiv_version: 2402.12479v3 · doi: 10.48550/arxiv.2402.12479 · pith_short_12: BTVZMZEWFBIQ · pith_short_16: BTVZMZEWFBIQ3L5W · pith_short_8: BTVZMZEW

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/BTVZMZEWFBIQ3L5WREXU2ZLJGL \
  | 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: 0ceb96649628510dafb6892f4d656932f57c2242aa709a7175338b8ac488967e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f59ec7ac8a6104dbdca82245d5de1bd021d5da3e09a001401dd3be0aa2f8b814",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T19:34:07Z",
    "title_canon_sha256": "9b6caaf79456ca4c58a945ca5e29e3dab69ebc04b0acb39091bf436540982c90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12479",
    "kind": "arxiv",
    "version": 3
  }
}