Pith Number

pith:TA2VHL6P

pith:2024:TA2VHL6PTN546QS2G77M7BAGXN

not attested not anchored not stored refs pending

Investigating the Impact of Communication-Induced Action Space on Exploration of Unknown Environments with Decentralized Multi-Agent Reinforcement Learning

Christoforos Kanellakis (1), Gabriele Calzolari (1), George Nikolakopoulos (1) ((1) Lule{\aa} University of Technology), Vidya Sumathy (1)

arxiv:2412.20075 v1 · 2024-12-28 · 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{TA2VHL6PTN546QS2G77M7BAGXN}

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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.

Receipt and verification

First computed	2026-07-05T09:54:54.278755Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

983553afcf9b7bcf425a37fecf8406bb6745bf1f53d567cefd787cd01718ad94

Aliases

arxiv: 2412.20075 · arxiv_version: 2412.20075v1 · doi: 10.48550/arxiv.2412.20075 · pith_short_12: TA2VHL6PTN54 · pith_short_16: TA2VHL6PTN546QS2 · pith_short_8: TA2VHL6P

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/TA2VHL6PTN546QS2G77M7BAGXN \
  | 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: 983553afcf9b7bcf425a37fecf8406bb6745bf1f53d567cefd787cd01718ad94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55493d22764d8187b330b118daea48741a551c36811c0d91be40449e4fdb737f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-12-28T08:02:45Z",
    "title_canon_sha256": "8cb902e1ac411b09be5e455057e8bb7b3f076066d3a9474bcf7c2c213362d241"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20075",
    "kind": "arxiv",
    "version": 1
  }
}