# Multimodal Machine Learning Publication Sample Breakdown

> Multimodal Machine Learning Publication Sample Breakdown is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-17).

Returns a sample breakdown of academic publications on multimodal machine learning, including DOI references and source attribution from Crossref publisher metadata.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/signal-research-multimodal-learning-sample-breakdown?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-17
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/multimodal-machine-learning-publication-sample-breakdown-a1f498c5
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_CqhlE8knT6erkudMcyPEj

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability multimodal-machine-learning-publication-sample-breakdown-a1f498c5 -d '<json body>'
```

Example prompt: Can you pull a sample breakdown of publications on multimodal machine learning — I need the DOI references and source attribution, give me up to 15 results?

## When to prefer this

Choose this endpoint when you need a quick, sourced sample of academic publications on multimodal machine learning with traceable DOI references and publisher attribution from Crossref — particularly useful for literature reviews, research discovery, or citation sourcing without needing full-text access.

## Known failure modes

- Query exceeds 200-character limit returns validation error
- max_results outside 1–30 range returns validation error
- Crossref upstream unavailability may return empty or partial results
- Overly generic query may return low-relevance publications
- Payment failure via x402 protocol prevents response

## How this service works

multimodal machine learning: Publication sample breakdown: Publication sample breakdown on multimodal machine learning using Crossref publisher metadata. Returns DOI references and source attribution. Query can be overridden; sample summaries are labelled.

## Output

A list of sampled academic publication records related to multimodal machine learning, each including labeled summaries, DOI references, and source attribution data drawn from Crossref publisher metadata.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "query": {
   "type": "string",
   "default": "multimodal machine learning",
   "maxLength": 200
  },
  "max_results": {
   "type": "integer",
   "default": 10,
   "maximum": 30,
   "minimum": 1
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/multimodal-machine-learning-publication-sample-breakdown-a1f498c5/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from market.datapackvibe.com](https://www.zero.xyz/host/market.datapackvibe.com/llms.txt)