Pith Number

pith:HMAAEHPW

pith:2025:HMAAEHPW2NVLNUMVQ7GKN4IKIW

not attested not anchored not stored refs pending

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning

Naman Goel, Panayiotis Danassis

arxiv:2511.20613 v1 · 2025-11-25 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HMAAEHPW2NVLNUMVQ7GKN4IKIW}

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.

Receipt and verification

First computed	2026-06-05T01:15:17.952482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b00021df6d36ab6d19587cca6f10a45bc4e158618e18a45dfaad9314cfc9df0

Aliases

arxiv: 2511.20613 · arxiv_version: 2511.20613v1 · doi: 10.48550/arxiv.2511.20613 · pith_short_12: HMAAEHPW2NVL · pith_short_16: HMAAEHPW2NVLNUMV · pith_short_8: HMAAEHPW

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/HMAAEHPW2NVLNUMVQ7GKN4IKIW \
  | 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: 3b00021df6d36ab6d19587cca6f10a45bc4e158618e18a45dfaad9314cfc9df0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5b17ec44121e414adf2096e5eff7b21ef18bbaf2921d701a340885cfd38e423",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-25T18:40:22Z",
    "title_canon_sha256": "b5976c3592d32f7afadf10afc117b48bd021b717cb7f67640b7808ee64c65b8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.20613",
    "kind": "arxiv",
    "version": 1
  }
}