Pith Number

pith:4HALXDT7

pith:2022:4HALXDT7R25FYZRPLNJLR3TZTU

not attested not anchored not stored refs pending

Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization

Bingliang Zhang, Wei Fu, Yi Wu, Zihan Zhou

arxiv:2204.02246 v3 · 2022-04-04 · 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{4HALXDT7R25FYZRPLNJLR3TZTU}

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

Robust Instruction Compliance in Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:19:57.363826Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1c0bb8e7f8eba5c662f5b52b8ee799d1e2d99bc2d47a668c8284c1fd337f052

Aliases

arxiv: 2204.02246 · arxiv_version: 2204.02246v3 · doi: 10.48550/arxiv.2204.02246 · pith_short_12: 4HALXDT7R25F · pith_short_16: 4HALXDT7R25FYZRP · pith_short_8: 4HALXDT7

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/4HALXDT7R25FYZRPLNJLR3TZTU \
  | 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: e1c0bb8e7f8eba5c662f5b52b8ee799d1e2d99bc2d47a668c8284c1fd337f052

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "659273c09d61c2095771a30beb3412350c86399bcc8ea87074fa1fc001baf131",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-04T12:38:58Z",
    "title_canon_sha256": "278fd08f627c39ba69642cbbbc5abe7ee0e0053c8fe01bf21f450e7250b75e8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.02246",
    "kind": "arxiv",
    "version": 3
  }
}