Pith Number

pith:LM5TSEEX

pith:2023:LM5TSEEXBY33JH5PJWQVUVRPUU

not attested not anchored not stored refs pending

Multi-agent Reinforcement Learning: A Comprehensive Survey

Dom Huh, Prasant Mohapatra

arxiv:2312.10256 v2 · 2023-12-15 · cs.MA · cs.AI · 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{LM5TSEEXBY33JH5PJWQVUVRPUU}

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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

9 papers in Pith

Asymmetric physics enables efficient learning in quadrupedal robot swarms

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Trust Region On-Policy Distillation

TRACER: Turn-level Regret Matching with Inner Reinforcement Credit for Cooperative Multi-LLM Reasoning

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Receipt and verification

First computed	2026-07-05T08:39:29.751535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b3b3910970e37b49faf4da15a562fa537cbe858bc5ee23aef1c14475297f628

Aliases

arxiv: 2312.10256 · arxiv_version: 2312.10256v2 · doi: 10.48550/arxiv.2312.10256 · pith_short_12: LM5TSEEXBY33 · pith_short_16: LM5TSEEXBY33JH5P · pith_short_8: LM5TSEEX

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/LM5TSEEXBY33JH5PJWQVUVRPUU \
  | 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: 5b3b3910970e37b49faf4da15a562fa537cbe858bc5ee23aef1c14475297f628

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "594327b48183f7b2fb4dd104183a295ef4a775e276e124792651058687f1fa3c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-12-15T23:16:54Z",
    "title_canon_sha256": "aeb6fce2a5917badbdf2eea0beb5148da6e323f71122271622997a4adb736591"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10256",
    "kind": "arxiv",
    "version": 2
  }
}