Proof pending. Core topic summary fields are still materializing.
Topic-specific paper and score movement from the daily diff ledger.
Organisations with limited data and computational resources increasingly outsource model training to Machine Learning as a Service (MLaaS) providers, who adapt vision-language models (VLMs) such as CL...
LoRA adapters let users fine-tune large language models (LLMs) efficiently. However, LoRA adapters are shared through open repositories like Hugging Face Hub \citep{huggingface_hub_docs}, making them ...
Vision-Language Models (VLMs) are now a core part of modern AI. Recent work proposed several visual jailbreak attacks using single/ holistic images. However, contemporary VLMs demonstrate strong robus...
Diffusion models have been widely deployed in AIGC services; however, their reliance on opaque training data and procedures exposes a broad attack surface for backdoor injection. In practical auditing...
Advanced model dememorization methods, including availability poisoning (unlearnability) and machine unlearning, are emerging as key safeguards against data misuse in machine learning (ML). At the tra...
Freshness
Canonical route: /topics
Agent Handoff
Canonical ID model-security | Route /topic/model-security
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/topic/model-securityMCP example
{
"tool": "search_papers",
"arguments": {
"query": "Model Security",
"cluster": "Model Security"
}
}source_context
{
"surface": "topic",
"mode": "topic",
"query": "Model Security",
"normalized_query": "model-security",
"route": "/topic/model-security",
"paper_ref": null,
"topic_slug": "model-security",
"benchmark_ref": null,
"dataset_ref": null
}Use This Via API or MCP
Topic pages bundle paper counts, viability trends, author concentration, and top questions into one canonical surface your agents can reference before they open Signal Canvas or create a workspace.