Pith Number

pith:2AKC3TY6

pith:2025:2AKC3TY65JNUPCNANWZJS3NQIY

not attested not anchored not stored refs pending

Reinforcement Learning for Active Matter

Gongyi Wang, Wenjie Cai, Xiang Qu, Yu Zhang, Zihan Huang

arxiv:2503.23308 v1 · 2025-03-30 · cond-mat.soft · cs.LG · cs.RO · physics.bio-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2AKC3TY65JNUPCNANWZJS3NQIY}

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.

Cited by

1 paper in Pith

Ant swarm functional control via stigmergic Reinforcement Learning agents

Receipt and verification

First computed	2026-07-05T12:03:46.981068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0142dcf1eea5b4789a06db2996db0462794cddcd61515731f01980bb9fe0150

Aliases

arxiv: 2503.23308 · arxiv_version: 2503.23308v1 · doi: 10.48550/arxiv.2503.23308 · pith_short_12: 2AKC3TY65JNU · pith_short_16: 2AKC3TY65JNUPCNA · pith_short_8: 2AKC3TY6

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/2AKC3TY65JNUPCNANWZJS3NQIY \
  | 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: d0142dcf1eea5b4789a06db2996db0462794cddcd61515731f01980bb9fe0150

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c46399d1b25a5b48c0cdda6f5b76aa8cd86c69a3514858398b6ca5157e9b9d7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO",
      "physics.bio-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.soft",
    "submitted_at": "2025-03-30T04:27:17Z",
    "title_canon_sha256": "b09243f396768189a9b10275be322c90328da1762f33f251b278094c84cd42c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23308",
    "kind": "arxiv",
    "version": 1
  }
}