Pith Number

pith:BB3KHRPU

pith:2026:BB3KHRPUCJFXTAJI6GA2AAYFMF

not attested not anchored not stored refs pending

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning

Andy Peng, Charles Xu, Kevin Frans, Qiyang Li, Sergey Levine, Tobias Springenberg, Zhiyuan Zhou

arxiv:2606.11087 v1 · 2026-06-09 · 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{BB3KHRPUCJFXTAJI6GA2AAYFMF}

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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	2026-06-10T01:11:09.383669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0876a3c5f4124b798128f181a00305617ffcfe4b7b90564b7bb7725498a59c6c

Aliases

arxiv: 2606.11087 · arxiv_version: 2606.11087v1 · doi: 10.48550/arxiv.2606.11087 · pith_short_12: BB3KHRPUCJFX · pith_short_16: BB3KHRPUCJFXTAJI · pith_short_8: BB3KHRPU

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/BB3KHRPUCJFXTAJI6GA2AAYFMF \
  | 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: 0876a3c5f4124b798128f181a00305617ffcfe4b7b90564b7bb7725498a59c6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20c338a082f27094618eede52d4a8c0ccdacbadc270e7ad71a38ad07780318a6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T16:45:57Z",
    "title_canon_sha256": "212debc647671fae4abd50e2b56649efe027cb05d02f6dd957485bc1bd2eb5b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.11087",
    "kind": "arxiv",
    "version": 1
  }
}