Pith Number

pith:CGGTOGKI

pith:2024:CGGTOGKIQ6HH4WXISFAJRT4L7Q

not attested not anchored not stored refs pending

Hybrid Transfer Reinforcement Learning: Provable Sample Efficiency from Shifted-Dynamics Data

Adam Wierman, Chengrui Qu, Kishan Panaganti, Laixi Shi, Pengcheng You

arxiv:2411.03810 v1 · 2024-11-06 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CGGTOGKIQ6HH4WXISFAJRT4L7Q}

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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

Provably Efficient Offline-to-Online Value Adaptation with General Function Approximation

Receipt and verification

First computed	2026-07-05T09:31:56.345330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

118d371948878e7e5ae8914098cf8bfc16c43f12396f4b43792758f3a75b638d

Aliases

arxiv: 2411.03810 · arxiv_version: 2411.03810v1 · doi: 10.48550/arxiv.2411.03810 · pith_short_12: CGGTOGKIQ6HH · pith_short_16: CGGTOGKIQ6HH4WXI · pith_short_8: CGGTOGKI

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CGGTOGKIQ6HH4WXISFAJRT4L7Q \
  | 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: 118d371948878e7e5ae8914098cf8bfc16c43f12396f4b43792758f3a75b638d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73c6038dd6e0409d585f098ca3ec7246d920b0b6f7dff1d34f47af85910438d3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-06T10:14:46Z",
    "title_canon_sha256": "5f47af71db257347a4d7050215c9d8e7abe6b6ef7f15968dc308435cb594088b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03810",
    "kind": "arxiv",
    "version": 1
  }
}