Pith Number

pith:EXQSKMG5

pith:2023:EXQSKMG5PVSOQHVPU3LOZ4OEHJ

not attested not anchored not stored refs pending

Towards Foundational AI Models for Additive Manufacturing: Language Models for G-Code Debugging, Manipulation, and Comprehension

Adarsh Krishnamurthy, Aditya Balu, Anushrut Jignasu, Baskar Ganapathysubramanian, Chinmay Hegde, Kelly Marshall

arxiv:2309.02465 v1 · 2023-09-04 · cs.SE · cs.AI · cs.CL · 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{EXQSKMG5PVSOQHVPU3LOZ4OEHJ}

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

3 papers in Pith

FDM-Bench: A Comprehensive Benchmark for Evaluating Large Language Models in Additive Manufacturing Tasks

Physics-Grounded Multi-Agent Architecture for Traceable, Risk-Aware Human-AI Decision Support in Manufacturing

In-situ process monitoring for defect detection in wire-arc additive manufacturing: an agentic AI approach

Receipt and verification

First computed	2026-07-05T06:48:12.632804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25e12530dd7d64e81eafa6d6ecf1c43a6cca6eed4f17fbe804092f566e58bad9

Aliases

arxiv: 2309.02465 · arxiv_version: 2309.02465v1 · doi: 10.48550/arxiv.2309.02465 · pith_short_12: EXQSKMG5PVSO · pith_short_16: EXQSKMG5PVSOQHVP · pith_short_8: EXQSKMG5

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/EXQSKMG5PVSOQHVPU3LOZ4OEHJ \
  | 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: 25e12530dd7d64e81eafa6d6ecf1c43a6cca6eed4f17fbe804092f566e58bad9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e728bddce27ff082951aafc73878f942fd7a448da0063ff2ab1a04201faab9be",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-09-04T21:22:28Z",
    "title_canon_sha256": "6c6ae4b79e90e1bb8b2b8bcfc50c1868389239c4ce53138f0ecf451849da3726"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.02465",
    "kind": "arxiv",
    "version": 1
  }
}