nsry123 / UniSwitch
A local acoustic control system that learns user-defined labels for the surface or location of knocks, such as desk or wall. It also counts threshold-qualified knocks within each captured window. By default, a frozen Microsoft BEATs Iter3+ AS2M encoder creates 768-D audio embeddings and an incremental classifier learns the user's labels.
nv-tlabs / PixelUMM
Encoder-Free Unified Image and Video Understanding and Generation
huggingface / pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
Jit-Roy / WeeLLM
WeeLLM runs large diffusion models with as little as 4 GB of VRAM, without any quantization. It dynamically determines how many layers can fit within the available VRAM and streams the text encoder and transformer layers to the GPU layer by layer, enabling inference on hardware with limited VRAM. It supports both safetensors and GGUF models.
microsoft / fastdiar
FASTDIAR: Frame-Level Speaker Encoder for Streaming Diarization
decoderesearch / SAELens
Training Sparse Autoencoders on Language Models
facebookresearch / brain2qwerty
Non-invasive decoding of typed sentences from MEG and EEG brain recordings using a convolutional encoder, transformer, and character-level language model.
SakuraMathcraft / LaTeXSnipper
Formula Recognition & Office Editing | Handwriting & PDF to LaTeX/Markdown | Secure API Integrations.
leggedrobotics / pace-sim2real
PACE: A systematic approach for sim-to-real transfer of legged robots, identifying actuator and joint dynamics with standard joint encoders.
Pointcept / Utonia
[ICML'26] Official repository of Utonia: Toward One Encoder for All Point Clouds
TencentARC / GAE-GeometricAutoEncoder
[arxiv'26] GAE: Learning a Geometry-Native Latent Space for 3D-Consistent World Generation
logan-markewich / jeff
A self-hosted drop-in replacement for TypeSafe's jev, powered by GliFormer.
lucidrains / vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
scikit-learn-contrib / category_encoders
A library of sklearn compatible categorical variable encoders
scverse / scvi-tools
Deep probabilistic analysis of single-cell and spatial omics data
simplejson / simplejson
simplejson is a simple, fast, extensible JSON encoder/decoder for Python
madebyollin / taesd
Tiny AutoEncoder for Stable Diffusion (and other image models)
ggozad / haiku.rag
Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server
Heman10x-NGU / openJev-verdict-2.0
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
nicolab28 / ComfyUI-ClipProj
Swap a large text encoder for a small one with a learned linear projection. MiniMax H3 conditioning from 15.7 GB down to 5.2 GB.
Knowledgator / GLiFormer
Generalist Multitask Transformer Encoders
OpenMOSS / OmniVAE
A unified audio-video variational autoencoder with cross-modal alignment for joint reconstruction and generation
CyberAgentAILab / vae_speech_align
Phoneme alignment based on a variational autoencoder (VAE) and self-supervised learning (SSL) acoustic features.
hawkymisc / typed-decision-bert
Unofficial PoC: a BERT-style encoder decision engine behind a typed-decision (noul / choice / score) HTTP API. Not affiliated with TypeSafe.
facebookresearch / moe_vie
Official code release for "MoE-ViE Mixture of Experts Vision Encoder for Efficient Image and Video Understanding" (ECCV 2026)
ModelTC / LightVAE
LightVAE: Fast video VAE decoders for Wan2.1, Wan2.2, and MiniMax-H3, plus a compressed H3 reference encoder. Pretrained weights and ComfyUI workflows.
ai-forever / FRIDA-Decisions
Structured decisions over Russian text in one encoder pass: choice, scale, yes/no, ranking
naivestud / auricle
Streaming ASR, audio captioning and speech QA over a whisper-style encoder with pluggable LLM backends
looskis / tarski
Reading diffusion language models for decisions: same OpenJev model, one pass instead of 3.65, +5 points, calibrated, no training. Plus cheap task branches on a frozen encoder.
ernie-research / CoVisco
official implementation of CoVisco: Codec-Native Vision Encoder with Native Token Compression for Efficient Unified Visual Understanding
cvlab-kaist / GRACE
Official implementation of "GRACE: Generation-Aware Latent Compression for Efficient Video Generation" (arXiv 2610.10524)
DAGroup-PKU / DCSAE
[NIPS 2026🔥] DC-SAE: Deep Compression Semantic Autoencoder for Faster Diffusion Convergence
zengjingting / AI-Drum-Machine
ESP32-S3 hardware metronome with I2S timing, encoder control, LEDs, and Web Serial UI
cdgriffith / FastFlix
FastFlix is a free GUI for H.264, HEVC and AV1 hardware and software encoding!