Pith Number

pith:A53LWH77

pith:2024:A53LWH772BIIYBFNLMRUXYOEYA

not attested not anchored not stored refs pending

Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance

Furong Huang, John Winder, Joshua McClellan, Naveed Haghani, Pratap Tokekar

arxiv:2410.02581 v3 · 2024-10-03 · 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{A53LWH772BIIYBFNLMRUXYOEYA}

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

cMALC-D: Contextual Multi-Agent LLM-Guided Curriculum Learning with Diversity-Based Context Blending

Receipt and verification

First computed	2026-07-05T09:23:59.834184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0776bb1fffd0508c04ad5b234be1c4c01c4cc47bac872f841a43ec7f714dd5ea

Aliases

arxiv: 2410.02581 · arxiv_version: 2410.02581v3 · doi: 10.48550/arxiv.2410.02581 · pith_short_12: A53LWH772BII · pith_short_16: A53LWH772BIIYBFN · pith_short_8: A53LWH77

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/A53LWH772BIIYBFNLMRUXYOEYA \
  | 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: 0776bb1fffd0508c04ad5b234be1c4c01c4cc47bac872f841a43ec7f714dd5ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "022f0147aaa1a0ebc5ffc194dfa4e37c5329edb5190da663a4827945817992bf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T15:25:37Z",
    "title_canon_sha256": "8836298607b560620e87221b435de6ed23f5ee3b427a8b2930e845001844c53c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02581",
    "kind": "arxiv",
    "version": 3
  }
}