Pith Number

pith:XLTONRFD

pith:2024:XLTONRFDWG3X5G7L63TDTZQ4EN

not attested not anchored not stored refs pending

Topological Foundations of Reinforcement Learning

David Krame Kadurha

arxiv:2410.03706 v1 · 2024-09-25 · cs.LG · cs.AI · math.FA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XLTONRFDWG3X5G7L63TDTZQ4EN}

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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

Bellman operator convergence enhancements in reinforcement learning algorithms

Receipt and verification

First computed	2026-07-05T09:16:23.553984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bae6e6c4a3b1b77e9bebf6e639e61c236a38d662dd6e3b101030aa8b0e6fef44

Aliases

arxiv: 2410.03706 · arxiv_version: 2410.03706v1 · doi: 10.48550/arxiv.2410.03706 · pith_short_12: XLTONRFDWG3X · pith_short_16: XLTONRFDWG3X5G7L · pith_short_8: XLTONRFD

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/XLTONRFDWG3X5G7L63TDTZQ4EN \
  | 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: bae6e6c4a3b1b77e9bebf6e639e61c236a38d662dd6e3b101030aa8b0e6fef44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "980c0bffd6a5fbaa179acbe6f1586b21af80a06982b00c41c4e79ea0e9505e59",
    "cross_cats_sorted": [
      "cs.AI",
      "math.FA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-25T21:21:23Z",
    "title_canon_sha256": "6fca612ff6a920d73278c627abbb4af1f9dbfb3f526ebfd0459d4ebaf94dec5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03706",
    "kind": "arxiv",
    "version": 1
  }
}