Pith Number

pith:EVN5LVHA

pith:2024:EVN5LVHAEVBN66LRJ7FCLTWKFK

not attested not anchored not stored refs pending

Stealing That Free Lunch: Exposing the Limits of Dyna-Style Reinforcement Learning

Brett Barkley, David Fridovich-Keil

arxiv:2412.14312 v3 · 2024-12-18 · 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{EVN5LVHAEVBN66LRJ7FCLTWKFK}

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.

Receipt and verification

First computed	2026-07-05T11:25:06.781284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

255bd5d4e02542df79714fca25ceca2aaaf13a048b92bc287a42ed92ae14aa0f

Aliases

arxiv: 2412.14312 · arxiv_version: 2412.14312v3 · doi: 10.48550/arxiv.2412.14312 · pith_short_12: EVN5LVHAEVBN · pith_short_16: EVN5LVHAEVBN66LR · pith_short_8: EVN5LVHA

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/EVN5LVHAEVBN66LRJ7FCLTWKFK \
  | 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: 255bd5d4e02542df79714fca25ceca2aaaf13a048b92bc287a42ed92ae14aa0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93c57673700d421209cbe08269cb413b09ecf5465736204ce8a92ae2840629cf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T20:25:04Z",
    "title_canon_sha256": "6e0b858655d1ba77a82ac6a2c289131af61fc93bd12c032bd3a7b96437fd7f67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14312",
    "kind": "arxiv",
    "version": 3
  }
}