Pith Number

pith:2MSVF2I7

pith:2024:2MSVF2I73BXN6O7AVW3GEF6OOI

not attested not anchored not stored refs pending

On the Feasibility of Vision-Language Models for Time-Series Classification

Aman Chadha, Mohsin Mohammed, Ricardo Buitrago, Richa Gadgil, Vinay Prithyani, Vinija Jain

arxiv:2412.17304 v2 · 2024-12-23 · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2MSVF2I73BXN6O7AVW3GEF6OOI}

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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

1 paper in Pith

From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs

Receipt and verification

First computed	2026-07-05T10:02:25.855689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d32552e91fd86edf3be0adb66217ce723dd6213daad5d52b39167d2a98bfd10f

Aliases

arxiv: 2412.17304 · arxiv_version: 2412.17304v2 · doi: 10.48550/arxiv.2412.17304 · pith_short_12: 2MSVF2I73BXN · pith_short_16: 2MSVF2I73BXN6O7A · pith_short_8: 2MSVF2I7

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/2MSVF2I73BXN6O7AVW3GEF6OOI \
  | 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: d32552e91fd86edf3be0adb66217ce723dd6213daad5d52b39167d2a98bfd10f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df4d59c55be6a83b46feddbc46d22885f53f4fee6d4c75685a30be79cfaa7ce2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-23T05:52:17Z",
    "title_canon_sha256": "3da77248714f6fdaf15408d6fa1be8e95989c402754ad74179b478558a14611f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17304",
    "kind": "arxiv",
    "version": 2
  }
}