Pith Number

pith:O3Z3M4MB

pith:2024:O3Z3M4MB3ZCYSVFUVHE4R5EISO

not attested not anchored not stored refs pending

Policy-shaped prediction: avoiding distractions in model-based reinforcement learning

Isaac Kauvar, Miles Hutson, Nick Haber

arxiv:2412.05766 v1 · 2024-12-08 · 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{O3Z3M4MB3ZCYSVFUVHE4R5EISO}

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	2026-07-05T09:46:08.530693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76f3b67181de458954b4a9c9c8f48893adc9ec0cc5316cddc344e3b5a3fec122

Aliases

arxiv: 2412.05766 · arxiv_version: 2412.05766v1 · doi: 10.48550/arxiv.2412.05766 · pith_short_12: O3Z3M4MB3ZCY · pith_short_16: O3Z3M4MB3ZCYSVFU · pith_short_8: O3Z3M4MB

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/O3Z3M4MB3ZCYSVFUVHE4R5EISO \
  | 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: 76f3b67181de458954b4a9c9c8f48893adc9ec0cc5316cddc344e3b5a3fec122

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "025008affaba1b2da1e105c61be22cf602ce2c192035c3dff1f8d514972517c8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-08T00:21:37Z",
    "title_canon_sha256": "0583cd9888792a81a746ed5bd6a0bba69ba40c565cd7171d4f2ece256dd16961"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05766",
    "kind": "arxiv",
    "version": 1
  }
}