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Latest from Xiaomi Tech

50 recent articles
Xiaomi Tech
Xiaomi Tech
Sep 5, 2026 · Artificial Intelligence

Xiaomi-TabLDM: One Model for All Tabular Tasks via Synthetic Pretraining & Test-Time Scaling

Xiaomi releases Xiaomi-TabLDM, a foundation model for tabular data that uses large-scale synthetic pretraining, efficient model scaling with dual-stream feature groups and sparse MoE, and test-time scaling to achieve top-tier performance on four public benchmarks and real-world industrial tasks without per-dataset retraining.

BenchmarkMixture of ExpertsXiaomi-TabLDM
0 likes · 9 min read
Xiaomi-TabLDM: One Model for All Tabular Tasks via Synthetic Pretraining & Test-Time Scaling
Xiaomi Tech
Xiaomi Tech
Sep 4, 2026 · Artificial Intelligence

Xiaomi's TRACE Method Wins IJCAI-ECAI 2026 CAR-bench Challenge with 70% Stable Pass Rate

Xiaomi's Darwin Agent team, collaborating with Nanjing University and Tsinghua University, won the IJCAI-ECAI 2026 CAR-bench Challenge Open Track with their TRACE method, achieving a 70% stable pass rate by decomposing experience into reusable actions, comparing execution traces to locate errors, and retrieving context-relevant experience for in-car voice assistant reliability.

CAR-bench ChallengeIJCAI-ECAI 2026TRACE method
0 likes · 10 min read
Xiaomi's TRACE Method Wins IJCAI-ECAI 2026 CAR-bench Challenge with 70% Stable Pass Rate
Xiaomi Tech
Xiaomi Tech
Aug 28, 2026 · Artificial Intelligence

Xiaomi's 8 EMNLP 2026 Papers: Mobile Agents, Efficient LLMs, Proactive AI

Xiaomi had eight papers accepted at EMNLP 2026, covering mobile GUI agents with self-evolving rewards and process reward agents, diffusion LLM training with informed masking, speculative decoding via early-layer collaboration, token-budgeted reasoning, neural architecture search with code semantics, and proactive mobile agents with pre-reasoning perception.

EMNLP 2026LLM efficiencyXiaomi
0 likes · 16 min read
Xiaomi's 8 EMNLP 2026 Papers: Mobile Agents, Efficient LLMs, Proactive AI
Xiaomi Tech
Xiaomi Tech
Jul 16, 2026 · Artificial Intelligence

100k‑Hour “Plug‑and‑Play” Robot Base Model: Xiaomi‑Robotics‑1 Tests Scaling Laws

Xiaomi‑Robotics‑1 demonstrates that pre‑training on 100,000 hours of real‑world manipulation data and subsequent cross‑embodiment fine‑tuning yields a scalable robot policy model that improves with larger data and model sizes, achieves state‑of‑the‑art performance on multiple simulation benchmarks, and adapts efficiently to new tasks with minimal downstream data.

Embodied AIScaling Lawslarge‑scale pretraining
0 likes · 11 min read
100k‑Hour “Plug‑and‑Play” Robot Base Model: Xiaomi‑Robotics‑1 Tests Scaling Laws
Xiaomi Tech
Xiaomi Tech
Jul 16, 2026 · Artificial Intelligence

Xiaomi’s Voice AI Chief Daniel Povey Named ISCA Fellow for Pioneering Open‑Source Speech Tools

Daniel Povey, Xiaomi’s chief scientist for speech, was elected a 2026 ISCA Fellow in recognition of his groundbreaking work on acoustic modeling, sequence‑training methods such as Minimum Phone Error, and the creation of the Kaldi toolkit and its next‑generation extensions that power modern multilingual ASR and TTS systems.

ASRDaniel PoveyISCA Fellow
0 likes · 8 min read
Xiaomi’s Voice AI Chief Daniel Povey Named ISCA Fellow for Pioneering Open‑Source Speech Tools
Xiaomi Tech
Xiaomi Tech
Jul 15, 2026 · Artificial Intelligence

Xiaomi‑Robotics‑U0: An Open‑Source 38B Multimodal Model that Scales Embodied Data Generation

Xiaomi‑Robotics‑U0, a 38‑billion‑parameter multimodal autoregressive model, unifies four embodied generation tasks, offers geometry‑preserving data augmentation, achieves an 83× inference speedup with FlashAR+, tops the WorldArena benchmark, and improves real‑robot OOD task completion by over 26%.

Data AugmentationEmbodied GenerationFlashAR+
0 likes · 10 min read
Xiaomi‑Robotics‑U0: An Open‑Source 38B Multimodal Model that Scales Embodied Data Generation
Xiaomi Tech
Xiaomi Tech
Jul 10, 2026 · Operations

From Vibe Coding to Harness Engineering: Controlling AI‑Assisted JDK Upgrades

The article explains how AI‑assisted coding, once limited to new feature development, can be harnessed for complex maintenance tasks such as JDK 21 upgrades by imposing systematic execution constraints, structuring knowledge into reusable skills, orchestrating tools, and establishing feedback loops that turn each upgrade into a repeatable, measurable engineering process.

AIEngineering ProcessJDK Upgrade
0 likes · 17 min read
From Vibe Coding to Harness Engineering: Controlling AI‑Assisted JDK Upgrades
Xiaomi Tech
Xiaomi Tech
Jul 2, 2026 · Artificial Intelligence

One‑Step Face Video Restoration and 15.7× Faster Streaming Video Models – Xiaomi Papers at ECCV 2026

Xiaomi's AI team showcased twelve ECCV 2026 papers that advance visual understanding and generation, including a single‑step high‑quality face‑video restoration method, a streaming VideoLLM that thinks while watching with a 15.7× speed boost, relative aesthetic scoring, GUI agents, in‑image translation, multimodal retrieval, and several autonomous‑driving world‑model breakthroughs.

Autonomous DrivingComputer VisionLarge Language Models
0 likes · 21 min read
One‑Step Face Video Restoration and 15.7× Faster Streaming Video Models – Xiaomi Papers at ECCV 2026
Xiaomi Tech
Xiaomi Tech
Jun 18, 2026 · Artificial Intelligence

What Xiaomi Miloco 2.0 Can Do: A Deep Dive into the New AI Home Assistant

Xiaomi’s Miloco 2.0 transforms whole‑home smart devices from simple command executors into an AI‑driven household manager that can see, hear, remember habits, handle long‑term tasks, and act proactively, while remaining open‑source and privacy‑focused.

AIMiMoMiloco
0 likes · 10 min read
What Xiaomi Miloco 2.0 Can Do: A Deep Dive into the New AI Home Assistant