Pith Number

pith:D5APOQ4L

pith:2026:D5APOQ4LJ4MEJYQ2YQCISBLXEY

not attested not anchored not stored refs pending

Policy Gradient Steering: Interventions from Behavioral Objectives

Aur\'elie Beynier, Nicolas Maudet, Yoann Poupart

arxiv:2607.27574 v1 · 2026-07-30 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D5APOQ4LJ4MEJYQ2YQCISBLXEY}

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	2026-07-31T01:26:24.961906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

1f40f7438b4f1844e21ac4048905772601dbab750851569487f266fabd511dfc

Aliases

arxiv: 2607.27574 · arxiv_version: 2607.27574v1 · doi: 10.48550/arxiv.2607.27574 · pith_short_12: D5APOQ4LJ4ME · pith_short_16: D5APOQ4LJ4MEJYQ2 · pith_short_8: D5APOQ4L

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/D5APOQ4LJ4MEJYQ2YQCISBLXEY \
  | 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: 1f40f7438b4f1844e21ac4048905772601dbab750851569487f266fabd511dfc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a6401e246c0014263805fb8acd2dca008fa583757bcbd0af4314ff086b005a4",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-30T01:29:57Z",
    "title_canon_sha256": "469e01747253b071dbe2889e59aab2bfb475dbe7591e6a3b106c790032897209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.27574",
    "kind": "arxiv",
    "version": 1
  }
}