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Pith Number

pith:CIEZAZVB

pith:2021:CIEZAZVBSVQQRE4256BYL6G3LQ
not attested not anchored not stored refs pending

Demonstration-Guided Reinforcement Learning with Learned Skills

Joseph J. Lim, Karl Pertsch, Youngwoon Lee, Yue Wu

arxiv:2107.10253 v1 · 2021-07-21 · cs.LG · cs.AI · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CIEZAZVBSVQQRE4256BYL6G3LQ}

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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 2026-07-05T02:59:50.406987Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

12099066a1956108939aef8385f8db5c007f7849095ebad9be4163f3c1b265c8

Aliases

arxiv: 2107.10253 · arxiv_version: 2107.10253v1 · doi: 10.48550/arxiv.2107.10253 · pith_short_12: CIEZAZVBSVQQ · pith_short_16: CIEZAZVBSVQQRE42 · pith_short_8: CIEZAZVB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CIEZAZVBSVQQRE4256BYL6G3LQ \
  | 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: 12099066a1956108939aef8385f8db5c007f7849095ebad9be4163f3c1b265c8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f03664dc093564893547be27c98497109fbdcca7258617a6b7c61b3514ca3077",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-21T17:59:34Z",
    "title_canon_sha256": "effe37b82ff1c7b90ae8726bcc43e9d9d1ea65c4aaef17bfaa8ee2686df306c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.10253",
    "kind": "arxiv",
    "version": 1
  }
}