Pith Number

pith:RRN5YP3J

pith:2025:RRN5YP3JNSOR6YPIZ2BFHHMKY7

not attested not anchored not stored refs pending

Behavioral Exploration: Learning to Explore via In-Context Adaptation

Andrew Wagenmaker, Sergey Levine, Zhiyuan Zhou

arxiv:2507.09041 v1 · 2025-07-11 · cs.LG · cs.RO · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RRN5YP3JNSOR6YPIZ2BFHHMKY7}

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	2026-07-05T11:36:02.733367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c5bdc3f696c9d1f61e8ce82539d8ac7e04d867ef0279380459c02c4891cda90

Aliases

arxiv: 2507.09041 · arxiv_version: 2507.09041v1 · doi: 10.48550/arxiv.2507.09041 · pith_short_12: RRN5YP3JNSOR · pith_short_16: RRN5YP3JNSOR6YPI · pith_short_8: RRN5YP3J

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/RRN5YP3JNSOR6YPIZ2BFHHMKY7 \
  | 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: 8c5bdc3f696c9d1f61e8ce82539d8ac7e04d867ef0279380459c02c4891cda90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11f21da7852c3d77eb7105a52bfc9f56a0d2497ef93d228d3886e8ae9fd93658",
    "cross_cats_sorted": [
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-11T21:36:19Z",
    "title_canon_sha256": "9747780e5420bbd6efe2305962ec4a11944dbee88ee0b81e9c994a850142987f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.09041",
    "kind": "arxiv",
    "version": 1
  }
}