Pith Number

pith:4454ABHN

pith:2025:4454ABHNZUFUCNFO2DAHERCE4N

not attested not anchored not stored refs pending

Breaking Habits: On the Role of the Advantage Function in Learning Causal State Representations

Miguel Suau

arxiv:2506.11912 v1 · 2025-06-13 · 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{4454ABHNZUFUCNFO2DAHERCE4N}

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	2026-07-05T11:21:12.696245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e73bc004edcd0b4134aed0c0724444e3706684d041270066afa00c6ef2060554

Aliases

arxiv: 2506.11912 · arxiv_version: 2506.11912v1 · doi: 10.48550/arxiv.2506.11912 · pith_short_12: 4454ABHNZUFU · pith_short_16: 4454ABHNZUFUCNFO · pith_short_8: 4454ABHN

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/4454ABHNZUFUCNFO2DAHERCE4N \
  | 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: e73bc004edcd0b4134aed0c0724444e3706684d041270066afa00c6ef2060554

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2e4bd25745f8aa101669dfe3c65778d0ce34b8874ad9e31fff0a287bfaf4d9e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-13T16:06:47Z",
    "title_canon_sha256": "6d4a8b787dac01bb3fceeeb30ab458bf8d29c26237cdd4e122ca537a043963a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11912",
    "kind": "arxiv",
    "version": 1
  }
}