Pith. sign in
Pith Number

pith:V5NORQIK

pith:2020:V5NORQIKVHAFMR5AB5XZSHLLTX
not attested not anchored not stored refs pending

Continuous Transition: Improving Sample Efficiency for Continuous Control Problems via MixUp

Junfan Lin, Keze Wang, Liang Lin, Weiwei Chen, Xiaodan Liang, Zhongzhan Huang

arxiv:2011.14487 v2 · 2020-11-30 · cs.RO · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{V5NORQIKVHAFMR5AB5XZSHLLTX}

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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 2026-07-05T02:20:59.417159Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

af5ae8c10aa9c05647a00f6f991d6b9dd65379ec023367da4cb4a7ea61e6c107

Aliases

arxiv: 2011.14487 · arxiv_version: 2011.14487v2 · doi: 10.48550/arxiv.2011.14487 · pith_short_12: V5NORQIKVHAF · pith_short_16: V5NORQIKVHAFMR5A · pith_short_8: V5NORQIK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/V5NORQIKVHAFMR5AB5XZSHLLTX \
  | 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: af5ae8c10aa9c05647a00f6f991d6b9dd65379ec023367da4cb4a7ea61e6c107
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a9e5a40c7c2e6bfcdcfe695e90bae02f481875d971a4df8d99b226bd9ffd38ea",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2020-11-30T01:20:23Z",
    "title_canon_sha256": "2a81496bc341f9167b1cbe9758c4cb994e8fb9fa47bb83cd31118be625db106f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.14487",
    "kind": "arxiv",
    "version": 2
  }
}