Pith Number

pith:KBMIE7XB

pith:2024:KBMIE7XBXRKEGW4CVQJFTQM36S

not attested not anchored not stored refs pending

Enhancing Hardware Fault Tolerance in Machines with Reinforcement Learning Policy Gradient Algorithms

Mehran Taghian, Osmar Za\"iane, Shadan Golestan, Sheila Schoepp, Shotaro Miwa, Yoshihiro Mitsuka

arxiv:2407.15283 v2 · 2024-07-21 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KBMIE7XBXRKEGW4CVQJFTQM36S}

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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

A Study of the Efficacy of Generative Flow Networks for Robotics and Machine Fault-Adaptation

Receipt and verification

First computed	2026-07-02T01:18:00.685345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5058827ee1bc54435b82ac1259c19bf484a8ae6f473c1cc9bb21ece35241c1c0

Aliases

arxiv: 2407.15283 · arxiv_version: 2407.15283v2 · doi: 10.48550/arxiv.2407.15283 · pith_short_12: KBMIE7XBXRKE · pith_short_16: KBMIE7XBXRKEGW4C · pith_short_8: KBMIE7XB

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/KBMIE7XBXRKEGW4CVQJFTQM36S \
  | 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: 5058827ee1bc54435b82ac1259c19bf484a8ae6f473c1cc9bb21ece35241c1c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21419f749dc59b7abc9010554ee32b482cdb96602fc4cdb16858e7bef37dddc1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-21T22:24:16Z",
    "title_canon_sha256": "387d00c007aebee48114043d96da3d2b0534c66a9d3efc89cf4c33f662e8ece8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15283",
    "kind": "arxiv",
    "version": 2
  }
}