Pith. sign in
Pith Number

pith:RJ623QMC

pith:2023:RJ623QMCTXVLMUZSKXSLD5Q6MP
not attested not anchored not stored refs pending

Deep Reinforcement Learning for Localizability-Enhanced Navigation in Dynamic Human Environments

Guangda Chen, Jianmin Ji, Jie Peng, Quecheng Qiu, Shunyi Yao, Xiangyu Liu, Yanyong Zhang, Yuan Chen

arxiv:2303.12354 v1 · 2023-03-22 · cs.RO · cs.LG

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\usepackage{pith}
\pithnumber{RJ623QMCTXVLMUZSKXSLD5Q6MP}

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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 2026-07-05T05:53:40.274641Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8a7dadc1829deab6533255e4b1f61e63c7a67a0cc8764f70cd475f3b1caa2da1

Aliases

arxiv: 2303.12354 · arxiv_version: 2303.12354v1 · doi: 10.48550/arxiv.2303.12354 · pith_short_12: RJ623QMCTXVL · pith_short_16: RJ623QMCTXVLMUZS · pith_short_8: RJ623QMC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RJ623QMCTXVLMUZSKXSLD5Q6MP \
  | 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: 8a7dadc1829deab6533255e4b1f61e63c7a67a0cc8764f70cd475f3b1caa2da1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a5ba0f1edbcf13e4a2edf798a2d8cd18e91aacb2bcf499ad705b99c1111785d0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2023-03-22T07:44:35Z",
    "title_canon_sha256": "05187a76293468f4b2d211b0616a18ef395e36874866ad45345d2347b7fab3e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12354",
    "kind": "arxiv",
    "version": 1
  }
}