Pith Number

pith:MNCCDCXM

pith:2026:MNCCDCXMUNX7TIVJGG4E5IFSPT

not attested not anchored not stored refs pending

UniIntervene: Agentic Intervention for Efficient Real-World Reinforcement Learning

Haichao Liu, Haoyuan Deng, Yitong Gao, Yudong Lin, Zhenyu Wu, Ziwei Wang

arxiv:2606.12372 v1 · 2026-06-10 · cs.RO · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MNCCDCXMUNX7TIVJGG4E5IFSPT}

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	2026-06-11T02:09:48.928379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6344218aeca36ff9a2a931b84ea0b27cf9de9908e3f8db201b56d651f88a1ff0

Aliases

arxiv: 2606.12372 · arxiv_version: 2606.12372v1 · doi: 10.48550/arxiv.2606.12372 · pith_short_12: MNCCDCXMUNX7 · pith_short_16: MNCCDCXMUNX7TIVJ · pith_short_8: MNCCDCXM

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/MNCCDCXMUNX7TIVJGG4E5IFSPT \
  | 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: 6344218aeca36ff9a2a931b84ea0b27cf9de9908e3f8db201b56d651f88a1ff0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e23530d18c7b57fe06770cace509f106432cfb43b7ec979d9bbbe37fde9757a1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2026-06-10T17:38:24Z",
    "title_canon_sha256": "8e87d649717126455128244dadf78cadedc7fe82937caa8368981086987d81d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12372",
    "kind": "arxiv",
    "version": 1
  }
}