Pith Number

pith:FBN5NBCQ

pith:2024:FBN5NBCQTH6XR6FKUVIM2V6NVB

not attested not anchored not stored refs pending

The Edge-of-Reach Problem in Offline Model-Based Reinforcement Learning

Anya Sims, Cong Lu, Jakob Foerster, Yee Whye Teh

arxiv:2402.12527 v2 · 2024-02-19 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FBN5NBCQTH6XR6FKUVIM2V6NVB}

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	2026-07-05T09:42:23.057060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

285bd6845099fd78f8aaa550cd57cda874159b0a6dde6fc59827497a9624534c

Aliases

arxiv: 2402.12527 · arxiv_version: 2402.12527v2 · doi: 10.48550/arxiv.2402.12527 · pith_short_12: FBN5NBCQTH6X · pith_short_16: FBN5NBCQTH6XR6FK · pith_short_8: FBN5NBCQ

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/FBN5NBCQTH6XR6FKUVIM2V6NVB \
  | 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: 285bd6845099fd78f8aaa550cd57cda874159b0a6dde6fc59827497a9624534c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3bd9114dd1d92c87135f99be1bf740d4cee0bae2ab83db246bd2bf99ec03bfe8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T20:38:00Z",
    "title_canon_sha256": "0fe126b790e7e8340d9240fabf911e832f33c8d152d5635e7ad3288dea880628"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12527",
    "kind": "arxiv",
    "version": 2
  }
}