Pith Number

pith:GFWY25TF

pith:2025:GFWY25TFI5RWIHHWOYZM6KQ3MB

not attested not anchored not stored refs pending

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction

Jiashuai He (1), Jin Li (1), Le Chang (1), Likai Lin (1), Ltd), Shibo Zhang (1), Shuyu Zhang (1) ((1) SoundAI Technology Co., Xianling Tu (1), Xiaoliang Chen (1), Xin Yu (1), Yunhe Huang (1), Ziyu Zeng (1)

arxiv:2505.01998 v2 · 2025-05-04 · cs.RO · cs.AI · physics.app-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GFWY25TFI5RWIHHWOYZM6KQ3MB}

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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

1 paper in Pith

The Sound of Risk: A Multimodal Physics-Informed Acoustic Model for Forecasting Market Volatility and Enhancing Market Interpretability

Receipt and verification

First computed	2026-07-05T10:59:10.220749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

316d8d76654763641cf67632cf2a1b606697864565c3c79abe3c50427cc74f85

Aliases

arxiv: 2505.01998 · arxiv_version: 2505.01998v2 · doi: 10.48550/arxiv.2505.01998 · pith_short_12: GFWY25TFI5RW · pith_short_16: GFWY25TFI5RWIHHW · pith_short_8: GFWY25TF

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/GFWY25TFI5RWIHHWOYZM6KQ3MB \
  | 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: 316d8d76654763641cf67632cf2a1b606697864565c3c79abe3c50427cc74f85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "529b5fa6524f3425a526263f2aa542a86a51445016df78c69d41dcba23f0627e",
    "cross_cats_sorted": [
      "cs.AI",
      "physics.app-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-05-04T06:03:12Z",
    "title_canon_sha256": "fa3f6718b825c5e5a7c0e9baebca7cee202d87b7deadcffbe5e7e4d6759453c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01998",
    "kind": "arxiv",
    "version": 2
  }
}