Pith Number

pith:Y7PXCDDV

pith:2025:Y7PXCDDVZ2B4EDU5ETNZ43TPA7

not attested not anchored not stored refs pending

LIFT: LLM-Based Pragma Insertion for HLS via GNN Supervised Fine-Tuning

Jason Cong, Neha Prakriya, Yizhou Sun, Zijian Ding

arxiv:2504.21187 v1 · 2025-04-29 · 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{Y7PXCDDVZ2B4EDU5ETNZ43TPA7}

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

4 papers in Pith

Evidence-Driven LLM Agent for C-to-Synthesizable-C Conversion and Verification

MailoHLS: Multi-Adapter Structure-Aware Learning for Pareto-Driven HLS Pragma Optimization

A3D: Agentic AI flow for autonomous Accelerator Design

Agent Factories for High Level Synthesis: How Far Can General-Purpose Coding Agents Go in Hardware Optimization?

Receipt and verification

First computed	2026-07-05T10:55:58.608611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7df710c75ce83c20e9d24db9e6e6f07dd6f119ff00115c15faff2bc21b324b6

Aliases

arxiv: 2504.21187 · arxiv_version: 2504.21187v1 · doi: 10.48550/arxiv.2504.21187 · pith_short_12: Y7PXCDDVZ2B4 · pith_short_16: Y7PXCDDVZ2B4EDU5 · pith_short_8: Y7PXCDDV

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/Y7PXCDDVZ2B4EDU5ETNZ43TPA7 \
  | 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: c7df710c75ce83c20e9d24db9e6e6f07dd6f119ff00115c15faff2bc21b324b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d2b4219ba7a03c4e830a700dfec4b961234a688c2a2a9e7f9954e19573d22ec",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-29T21:42:59Z",
    "title_canon_sha256": "7d4300d041850b4e52f6d4547e06b43e3b6ae8ed04c0d177e3c4d6fbc5b55f99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.21187",
    "kind": "arxiv",
    "version": 1
  }
}