Pith. sign in
Pith Number

pith:XKURJX7W

pith:2022:XKURJX7WL7JLA3ML57CLZO3AAH
not attested not anchored not stored refs pending

Making Linear MDPs Practical via Contrastive Representation Learning

Bo Dai, Dale Schuurmans, Joseph E. Gonzalez, Mengjiao Yang, Tianjun Zhang, Tongzheng Ren

arxiv:2207.07150 v2 · 2022-07-14 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XKURJX7WL7JLA3ML57CLZO3AAH}

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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 2026-07-05T05:23:21.683909Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

baa914dff65fd2b06d8befc4bcbb6001d9669ba678b04d2f6da71d4db6ca7640

Aliases

arxiv: 2207.07150 · arxiv_version: 2207.07150v2 · doi: 10.48550/arxiv.2207.07150 · pith_short_12: XKURJX7WL7JL · pith_short_16: XKURJX7WL7JLA3ML · pith_short_8: XKURJX7W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XKURJX7WL7JLA3ML57CLZO3AAH \
  | 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: baa914dff65fd2b06d8befc4bcbb6001d9669ba678b04d2f6da71d4db6ca7640
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3f8049af054dea06b6f3467a6522f5f0fa88e33e0a9945a5cb40a859193afba4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-14T18:18:02Z",
    "title_canon_sha256": "4dda20741b583d7c6154ecde79171b124497b2c645320447b3528b8b7f701159"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07150",
    "kind": "arxiv",
    "version": 2
  }
}