Pith Number

pith:E7BL2RS6

pith:2025:E7BL2RS6HMYLKWD4UXMG6KMDVQ

not attested not anchored not stored refs pending

Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting

Huan Li, Ming Jin, Qingsong Wen, Siru Zhong, Weilin Ruan, Yuxuan Liang

arxiv:2502.04395 v2 · 2025-02-06 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{E7BL2RS6HMYLKWD4UXMG6KMDVQ}

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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

11 papers in Pith

VESTA: Visual Exploration with Statistical Tool Agents

STaT: Resolving Shape Distortion in Non-Stationary Time Series via Tri-Modal Synergy

MULTISEISMO: A Multimodal Seismic Dataset and Model for Cross-Modal Seismic Understanding

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Receipt and verification

First computed	2026-07-05T11:09:45.131246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27c2bd465e3b30b5587ca5d86f2983ac116420f6b177874f2de495ace8d19ea0

Aliases

arxiv: 2502.04395 · arxiv_version: 2502.04395v2 · doi: 10.48550/arxiv.2502.04395 · pith_short_12: E7BL2RS6HMYL · pith_short_16: E7BL2RS6HMYLKWD4 · pith_short_8: E7BL2RS6

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/E7BL2RS6HMYLKWD4UXMG6KMDVQ \
  | 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: 27c2bd465e3b30b5587ca5d86f2983ac116420f6b177874f2de495ace8d19ea0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca0a8fa669546ae3a25b7bd22ff9e196c18b4ad498237976999ce65ce1f36635",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-06T05:59:45Z",
    "title_canon_sha256": "461c1ea7e257d7c4de65c6f665c4951e1bd9fe8afaad94dfd7b88157588c3b42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04395",
    "kind": "arxiv",
    "version": 2
  }
}