Pith Number

pith:WATVSV6P

pith:2025:WATVSV6POF75O6EHVEJ4Y3U62L

not attested not anchored not stored refs pending

UniMM: A Unified Mixture Model Framework for Multi-Agent Simulation

Haojian Lu, Kechun Xu, Lichao Huang, Longzhong Lin, Rong Xiong, Xuewu Lin, Yue Wang

arxiv:2501.17015 v2 · 2025-01-28 · cs.AI · cs.MA · 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{WATVSV6POF75O6EHVEJ4Y3U62L}

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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

3 papers in Pith

RLFTSim: Realistic and Controllable Multi-Agent Traffic Simulation via Reinforcement Learning Fine-Tuning

PyFi: Toward Pyramid-like Financial Image Understanding for VLMs via Adversarial Agents

Goal-Oriented Reactive Simulation for Closed-Loop Trajectory Prediction

Receipt and verification

First computed	2026-06-19T16:12:44.964709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0275957cf717fd77887a913cc6e9ed2fb075d4f8b29a9d327abfb413848b9f2

Aliases

arxiv: 2501.17015 · arxiv_version: 2501.17015v2 · doi: 10.48550/arxiv.2501.17015 · pith_short_12: WATVSV6POF75 · pith_short_16: WATVSV6POF75O6EH · pith_short_8: WATVSV6P

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/WATVSV6POF75O6EHVEJ4Y3U62L \
  | 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: b0275957cf717fd77887a913cc6e9ed2fb075d4f8b29a9d327abfb413848b9f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cc2deadba131fd81cfb6205b27c680410a1acb43d5a90c2c3d179c5ccaa1d3e",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-28T15:26:25Z",
    "title_canon_sha256": "8d68f7b68f080d5e7f8da45af59fc5bd505bb4132f87e0ed3a6e6668d8f7d450"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17015",
    "kind": "arxiv",
    "version": 2
  }
}