Pith Number

pith:BTAQNZ6P

pith:2025:BTAQNZ6PJYC7KVEP4PV3ARZMT5

not attested not anchored not stored refs pending

Mutual Information Tracks Policy Coherence in Reinforcement Learning

Amirhossein Nazeri, Cameron Reid, Wael Hafez

arxiv:2509.10423 v1 · 2025-09-12 · cs.AI · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BTAQNZ6PJYC7KVEP4PV3ARZMT5}

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

4 papers in Pith

Breaking the Epistemic Trap: Active Perception Under Compound Uncertainty

The Informational Cost of Agency: A Bounded Measure of Interaction Efficiency for Deployed Reinforcement Learning

Receipt and verification

First computed	2026-07-05T12:11:09.511293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0cc106e7cf4e05f5548fe3ebb0472c9f75c24ce9b795ff1fcc3e9c11f2e5e8a8

Aliases

arxiv: 2509.10423 · arxiv_version: 2509.10423v1 · doi: 10.48550/arxiv.2509.10423 · pith_short_12: BTAQNZ6PJYC7 · pith_short_16: BTAQNZ6PJYC7KVEP · pith_short_8: BTAQNZ6P

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/BTAQNZ6PJYC7KVEP4PV3ARZMT5 \
  | 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: 0cc106e7cf4e05f5548fe3ebb0472c9f75c24ce9b795ff1fcc3e9c11f2e5e8a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea3ab6f0ac2917d64fce19db830dc67a6b06db5bdcea2b81b34ee7fb430780c5",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-12T17:24:20Z",
    "title_canon_sha256": "4d46e67aaa34185a86726629562c8ccb3f95e513c895422d4c1b67ef4a9e4f0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10423",
    "kind": "arxiv",
    "version": 1
  }
}