材料候補スクリーニング のAI/MI実装ガイド

MI向き品質予測/異常検知深層学習Transformer異常検知テキスト

Quantifying out-of-distribution data severity with Wasserstein distances: benchmarking large language models for alloy property prediction

As general-purpose Large Language Models (LLMs), such as Gemini and DeepSeek, exhibit increasingly advanced re

用途: 異常検知
難易度: Hard
コスト: High

製造業 67

LaBraM at Scale: Scaling Data and Models for EEG Pretraining

LaBraM, an early EEG foundation model, demonstrated that large-scale EEG pretraining can yield strong represen

MI向き品質予測/異常検知自然言語処理RAG分類

用途: 分類
難易度: Hard
コスト: High

製造業 67

MI向き品質予測/異常検知自然言語処理大規模言語モデル生成テキスト

El Agente Fármaco: A Scalable AI Scientist for Drug Discovery

Computational drug discovery offers a growing range of tools for proposing and evaluating molecules, but combi

用途: 生成
難易度: Hard
コスト: High

製造業 67

MI向き品質予測/異常検知自然言語処理大規模言語モデルテキスト

Tracing the Scientific Discovery Capacity of LLMs to Their Training Data

Large language models (LLMs) show growing promise for scientific discovery, yet basic questions remain about w

用途: 技術検証・論文読解補助
難易度: Hard
コスト: High

arxivPaper only2026-10-06

製造業 62

Evolutionary One-Step Generators: Fast and Diverse Sampling for Discrete Design

Several discrete design tasks, such as molecular discovery, require diverse collections of useful candidates a

MI向き品質予測/異常検知自然言語処理ファインチューニング生成

用途: 生成
難易度: Hard
コスト: High

製造業 51

arxivGitHubあり2026-11-02

BeyondContact: A Reinforcement Learning Framework for Airflow-Based Non-Contact Manipulation

Contact-based robotic manipulation is constrained by end-effector reachability and the mechanical properties o

MI向き深層学習軽量化・量子化強化学習

用途: 技術検証・論文読解補助
難易度: Hard
コスト: High

製造業 46

MI向き自然言語処理大規模言語モデルテキスト動画マルチモーダル

Can Large Language Model Agents Learn by Watching Tutorial Videos?

Humans continuously acquire knowledge from carefully crafted materials such as books and tutorial videos, carr

用途: 技術検証・論文読解補助
難易度: Hard
コスト: High

arxivPaper only2026-10-27

製造業 46

Cost-based variable selection for prediction models

Objective: Variable selection for clinical prediction models is commonly done on statistical grounds related t

MI向き機械学習教師あり学習分類

用途: 分類
難易度: Hard
コスト: Low

arxivPaper only2026-11-03

製造業 45

Same Rule, Different Verdicts: Rubric Language and Clause Structure in LLM Judges for Korean Support Dialogues

Services that operate in Korean often write their evaluation rubrics in Korean and hand them to an LLM judge.

MI向き自然言語処理大規模言語モデル

用途: 技術検証・論文読解補助
難易度: Hard
コスト: High

arxivPaper only2026-11-03

製造業 45

Is This 3D Asset Usable? Beyond the Beauty Render for Asset Curation

Large 3D repositories make it easy to collect assets, but difficult to determine whether they can be reused re

MI向き深層学習Transformer分類テキスト3D

用途: 分類
難易度: Hard
コスト: High

製造業 45

PaddleMaterials: An End-to-End Deep Learning Toolkit for Materials Science

Machine learning supports materials design, atomistic simulation and experimental characterization, yet models

MI向き自然言語処理RAG生成画像

用途: 生成
難易度: Hard
コスト: High

製造業 45

Recursa: Toward Recursively Self-Improving Foundation Model Systems

Foundation models in changing environments can encounter unfamiliar domain knowledge that their original train

MI向き機械学習教師あり学習

用途: 技術検証・論文読解補助
難易度: Hard
コスト: High

製造業 45

DeliverBench: Benchmarking AI Agents on Delivering Realistic Multi-Stage Professional Projects

LLM agents are judged by what they deliver, and in professional work what gets delivered is a project, not a t

MI向き自然言語処理大規模言語モデル

用途: 技術検証・論文読解補助
難易度: Hard
コスト: High

製造業 44

UA-Depth: Uncertainty-Aware Depth Restoration for Material-Agnostic Object Manipulation

Robotic manipulation requires accurate metric depth, yet commodity RGB-D cameras often fail on non-Lambertian

MI向き深層学習Transformer生成画像

用途: 生成
難易度: Hard
コスト: High

製造業 29

センサ/時系列自然言語処理ファインチューニング分類回帰テキスト

MagPillar: A Soft Magnetopillar Array Tactile Sensor for Robotic Surface Perception

Robotic surface exploration benefits from tactile interfaces that accommodate contact and capture variations i

用途: 分類
難易度: Hard
コスト: Low

製造業 26

History-Aware Force Sensing and Tunable Stiffness in a Pneumatic Kresling Origami Cell

Mechanical hysteresis and pneumatic loading complicate contact force estimation from deformation measurements

センサ/時系列深層学習RNN / LSTM3D

用途: 技術検証・論文読解補助
難易度: Hard
コスト: High