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Pith Number

pith:FTQNG6UU

pith:2018:FTQNG6UUQBRBVCPMEQ2KBQPPOO
not attested not anchored not stored refs pending

Improving Automatic Source Code Summarization via Deep Reinforcement Learning

Guandong Xu, Haochao Ying, Jian Wu, Min Yang, Philip S. Yu, Yao Wan, Zhou Zhao

arxiv:1811.07234 v1 · 2018-11-17 · cs.SE · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{FTQNG6UUQBRBVCPMEQ2KBQPPOO}

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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.
Receipt and verification
First computed 2026-05-18T00:00:28.557607Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2ce0d37a9480621a89ec2434a0c1ef738f679f146e2cb8e06867f50ab7d6a147

Aliases

arxiv: 1811.07234 · arxiv_version: 1811.07234v1 · doi: 10.48550/arxiv.1811.07234 · pith_short_12: FTQNG6UUQBRB · pith_short_16: FTQNG6UUQBRBVCPM · pith_short_8: FTQNG6UU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FTQNG6UUQBRBVCPMEQ2KBQPPOO \
  | 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: 2ce0d37a9480621a89ec2434a0c1ef738f679f146e2cb8e06867f50ab7d6a147
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b0b476e358fe6b1dadca144b0d3ab4f7fc4e9052398ce26c121ad5e571d69eb9",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2018-11-17T22:21:12Z",
    "title_canon_sha256": "b337884abb7e15da5b65e7b48a3124936908f340633c16c6a512f5ac778c1c77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.07234",
    "kind": "arxiv",
    "version": 1
  }
}