Pith Number

pith:7SRYFU6F

pith:2025:7SRYFU6FLTV6C7XRT7M4NIBTH2

not attested not anchored not stored refs pending

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI

Ananda Samajdar, Arijit Raychowdhury, Hanchen Yang, Joongun Park, Ritik Raj, Tushar Krishna, Zishen Wan, Ziwei Li

arxiv:2504.19323 v2 · 2025-04-27 · cs.AR · cs.AI · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7SRYFU6FLTV6C7XRT7M4NIBTH2}

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.

Cited by

2 papers in Pith

To Overlay or to Customize? Revisiting Architectural Choices in Heterogeneous Systems

FILCO: Flexible Composing Architecture with Real-Time Reconfigurability for DNN Acceleration

Receipt and verification

First computed	2026-07-05T10:55:35.623867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fca382d3c55cebe17ef19fd9c6a0333ea11436b66bd9845e9cab318bd8c58147

Aliases

arxiv: 2504.19323 · arxiv_version: 2504.19323v2 · doi: 10.48550/arxiv.2504.19323 · pith_short_12: 7SRYFU6FLTV6 · pith_short_16: 7SRYFU6FLTV6C7XR · pith_short_8: 7SRYFU6F

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/7SRYFU6FLTV6C7XRT7M4NIBTH2 \
  | 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: fca382d3c55cebe17ef19fd9c6a0333ea11436b66bd9845e9cab318bd8c58147

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "644b434dbe257dac1ad1c6f63e5f8acb691fbe74a911c3c792e3ffd6c804a836",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2025-04-27T18:28:43Z",
    "title_canon_sha256": "11ae760f62c1054a768bf338c5e1435829bc99d2f353afa521eca1a06af29f61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19323",
    "kind": "arxiv",
    "version": 2
  }
}