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Pith Number

pith:MCENT4SL

pith:2021:MCENT4SLQW425Q4WS2H7QZTG6J
not attested not anchored not stored refs pending

Error-Aware Policy Learning: Zero-Shot Generalization in Partially Observable Dynamic Environments

C. Karen Liu, Sehoon Ha, Visak Kumar

arxiv:2103.07732 v1 · 2021-03-13 · cs.RO · cs.LG

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\usepackage{pith}
\pithnumber{MCENT4SLQW425Q4WS2H7QZTG6J}

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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

Receipt and verification
First computed 2026-07-05T02:22:44.387468Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6088d9f24b85b9aec396968ff86666f2495a3ce24e51b3239755e4690d96a745

Aliases

arxiv: 2103.07732 · arxiv_version: 2103.07732v1 · doi: 10.48550/arxiv.2103.07732 · pith_short_12: MCENT4SLQW42 · pith_short_16: MCENT4SLQW425Q4W · pith_short_8: MCENT4SL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MCENT4SLQW425Q4WS2H7QZTG6J \
  | 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: 6088d9f24b85b9aec396968ff86666f2495a3ce24e51b3239755e4690d96a745
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a7e299658990d5136be4cf4bc23bf7b0c11eab0b6fe3c4080b236986d4b8911a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2021-03-13T15:36:44Z",
    "title_canon_sha256": "a9d3fd86503592dccac79617c1c425b31be574d47252001635680e25313537c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.07732",
    "kind": "arxiv",
    "version": 1
  }
}