Pith Number

pith:7CML3HRA

pith:2023:7CML3HRAHXWGQWZ4YLFAIAKYY4

not attested not anchored not stored refs pending

Knowledge Transfer from Teachers to Learners in Growing-Batch Reinforcement Learning

Abram L. Friesen, Bobak Shahriari, Matt W. Hoffman, Nando de Freitas, Patrick Emedom-Nnamdi

arxiv:2305.03870 v2 · 2023-05-05 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7CML3HRAHXWGQWZ4YLFAIAKYY4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Offline vs. Online Learning in Model-based RL: Lessons for Data Collection Strategies

Receipt and verification

First computed	2026-07-05T06:08:38.832398Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f898bd9e203dec685b3cc2ca040158c71aec732a2da3b04dcd6ed74108aa25c4

Aliases

arxiv: 2305.03870 · arxiv_version: 2305.03870v2 · doi: 10.48550/arxiv.2305.03870 · pith_short_12: 7CML3HRAHXWG · pith_short_16: 7CML3HRAHXWGQWZ4 · pith_short_8: 7CML3HRA

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/7CML3HRAHXWGQWZ4YLFAIAKYY4 \
  | 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: f898bd9e203dec685b3cc2ca040158c71aec732a2da3b04dcd6ed74108aa25c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abc44779fc44bdb318f580e8f39cfd3d170cc735a89be3b848296f10c4c9b6e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-05T22:55:34Z",
    "title_canon_sha256": "e96e8d20475a4f0f0564ca09d8dbeef4d63472dc031f15edf36b0edeb7a43bc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.03870",
    "kind": "arxiv",
    "version": 2
  }
}