Pith. sign in
Pith Number

pith:4TP7XO6O

pith:2024:4TP7XO6ORR3PDA3HRO3U2BI7PR
not attested not anchored not stored refs pending

Human-In-the-Loop Software Development Agents

Chakkrit Tantithamthavorn, Evan Cook, Fan Jiang, Jing Li, Jirat Pasuksmit, Kun Chen, Ming Wu, Patanamon Thongtanunam, Ruixiong Zhang, Wannita Takerngsaksiri

arxiv:2411.12924 v2 · 2024-11-19 · cs.SE · cs.AI · cs.HC · 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{4TP7XO6ORR3PDA3HRO3U2BI7PR}

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

8 papers in Pith

Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains
Toward Self-Evolution-Ready Workflow Harnesses: A Reversible Migration Path and Convertibility Taxonomy for Expert LLM Pipelines
Guidelines for Empirical Studies in Software Engineering involving Large Language Models
Rethinking Agentic Reinforcement Learning In Large Language Models
Guidelines for Empirical Studies in Software Engineering involving Large Language Models
Receipt and verification
First computed 2026-07-05T09:59:20.531567Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e4dffbbbce8c76f183678bb74d051f7c5689f8d326af3b18a4cec278c0feed87

Aliases

arxiv: 2411.12924 · arxiv_version: 2411.12924v2 · doi: 10.48550/arxiv.2411.12924 · pith_short_12: 4TP7XO6ORR3P · pith_short_16: 4TP7XO6ORR3PDA3H · pith_short_8: 4TP7XO6O
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/4TP7XO6ORR3PDA3HRO3U2BI7PR \
  | 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: e4dffbbbce8c76f183678bb74d051f7c5689f8d326af3b18a4cec278c0feed87
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "109031b0a1f3cd55c939ba87c9915d55abb2440b9b11c1a952b8cdeb0f779303",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-19T23:22:33Z",
    "title_canon_sha256": "761d4724844e9cc08ffa3d7ee6fa7a24fc08948388d60a80709b4adee2b72399"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12924",
    "kind": "arxiv",
    "version": 2
  }
}