Pith Number

pith:UQ3L42MV

pith:2024:UQ3L42MVOROMYHBVODWWUSTDP7

not attested not anchored not stored refs pending

Beyond Joint Demonstrations: Personalized Expert Guidance for Efficient Multi-Agent Reinforcement Learning

Alec Koppel, Amrit Bedi, Carl Busart, Dinesh Manocha, Manav Mishra, Peihong Yu, Pratap Tokekar, Priya Narayan

arxiv:2403.08936 v3 · 2024-03-13 · cs.MA · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UQ3L42MVOROMYHBVODWWUSTDP7}

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	2026-07-05T09:56:50.279476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a436be6995745ccc1c3570ed6a4a637fd884ad307135e7cfcb4f8a7f468be916

Aliases

arxiv: 2403.08936 · arxiv_version: 2403.08936v3 · doi: 10.48550/arxiv.2403.08936 · pith_short_12: UQ3L42MVOROM · pith_short_16: UQ3L42MVOROMYHBV · pith_short_8: UQ3L42MV

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/UQ3L42MVOROMYHBVODWWUSTDP7 \
  | 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: a436be6995745ccc1c3570ed6a4a637fd884ad307135e7cfcb4f8a7f468be916

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "982f0811b9687e8dd1c667222dc697d16f6f5ee7e93e2cc45f60fc93f95ee6d9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-03-13T20:11:20Z",
    "title_canon_sha256": "e1e63d263ff96d8f292afbc7a7e1e28256596ec593262f426c3f86b601eae17b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08936",
    "kind": "arxiv",
    "version": 3
  }
}