Pith Number

pith:VCFGM3HG

pith:2021:VCFGM3HG2LSWLVJPAULW7XG56H

not attested not anchored not stored refs pending

Faults in Deep Reinforcement Learning Programs: A Taxonomy and A Detection Approach

Amin Nikanjam, Foutse Khomh, Houssem Ben Braiek, Mohammad Mehdi Morovati

arxiv:2101.00135 v3 · 2021-01-01 · cs.SE · 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{VCFGM3HG2LSWLVJPAULW7XG56H}

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	2026-07-05T03:35:27.218705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a88a666ce6d2e565d52f05176fdcddf1c582fa39cddf012c8d0707d948e2aaab

Aliases

arxiv: 2101.00135 · arxiv_version: 2101.00135v3 · doi: 10.48550/arxiv.2101.00135 · pith_short_12: VCFGM3HG2LSW · pith_short_16: VCFGM3HG2LSWLVJP · pith_short_8: VCFGM3HG

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/VCFGM3HG2LSWLVJPAULW7XG56H \
  | 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: a88a666ce6d2e565d52f05176fdcddf1c582fa39cddf012c8d0707d948e2aaab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87d260d7951eaab4a32ca3ebdd75c203872953fcab6e15e7bc425efa24617ad9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-01-01T01:49:03Z",
    "title_canon_sha256": "6a2556e7c7d94b91649d72736065048ab9ac118bbe1b4f3cdc787c260fa9c7d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.00135",
    "kind": "arxiv",
    "version": 3
  }
}