Interesting links, 29/06/2024
Misc. interesting things.
Analyzing Open AI’s Whisper ASR Accuracy: Word Error Rates Across Languages and Model Sizes
swerik-project/riksdagen-records
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sherpa-onnx - audio-tagging-from-a-file
A Closer Look at Wav2Vec2 Embeddings for On-Device Single-Channel Speech Enhancement
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Everything You Always Wanted To Know About Mathematics But didn’t even know to ask
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How Much Context Does My Attention-Based ASR System Need?, code
Evaluating Gesture Generation in a Large-scale Open Challenge: The GENEA Challenge 2022
Hierarchical Open-Vocabulary 3D Scene Graphs for Language-Grounded Robot Navigation, code
An Empirical Study of Mamba-based Language Models, model, code
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Faiss: A library for efficient similarity search
Faiss - Brute force search without an index
Robust solutions for audio fingerprinting
Neural Audio Fingerprint for High-Specific Audio Retrieval Based on Contrastive Learning, code
Audio Fingerprinting with Holographic Reduced Representations
MahmudulAlam/Holographic-Reduced-Representations
Learning with Holographic Reduced Representations, code
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spotify/basic-pitch — A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
Step-by-Step Diffusion: An Elementary Tutorial
Fourier Diffusion Models: A Method to Control MTF and NPS in Score-Based Stochastic Image Generation
Time Series Diffusion in the Frequency Domain, code
Data Augmentation in Time and Doppler Frequency Domain for Radar-based Gesture Recognition
Frequency Domain Audio Synthesis – With IFFT and Oscillators
Trajectories and revolutions in popular melody based on U.S. charts from 1950 to 2023
Speech Recognition and Multi-Speaker Diarization of Long Conversations, data
Vision Language Models Explained
| Model | Actually open |
| !———————— | ——————- |
| LLaVA 1.6 (Hermes 34B) | |
| deepseek-vl-7b-base | ❌ |
| DeepSeek-VL-Chat | ❌ |
| moondream2 | |
| CogVLM-base | (❌)[https://github.com/THUDM/CogVLM/raw/main/MODEL_LICENSE] |
| CogVLM-Chat | (❌)[https://github.com/THUDM/CogVLM/raw/main/MODEL_LICENSE] |
| Fuyu-8B | ❌ |
| KOSMOS-2 | ✅ |
| Qwen-VL | ❌ |
| Qwen-VL-Chat | ❌ |
| Yi-VL-34B | ✅ |
nmslib/nmslib — Non-Metric Space Library (NMSLIB): An efficient similarity search library and a toolkit for evaluation of k-NN methods for generic non-metric spaces.
GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers, code
Large Language Models are Efficient Learners of Noise-Robust Speech Recognition, code
It’s Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition, code
BAT: Learning to Reason about Spatial Sounds with Large Language Models
SpiRit-LM: Interleaved Spoken and Written Language Model
WavLLM: Towards Robust and Adaptive Speech Large Language Model, code
An Embarrassingly Simple Approach for LLM with Strong ASR Capacity, code
Speech Trident - Awesome Speech LM
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Memory3 : Language Modeling with Explicit Memory
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Information Theory: A Tutorial Introduction
Data curation via joint example selection further accelerates multimodal learning
Depth Anything V2, code, demo, coreml, model
Alice’s Adventures in a differentiable wonderland
supabase/supabase — The open source Firebase alternative. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.
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HazyResearch/flash-fft-conv — FlashFFTConv: Efficient Convolutions for Long Sequences with Tensor Cores
Less is More: Accurate Speech Recognition & Translation without Web-Scale Data, code in NeMo, model closed but available.
23606 Workshop on Human Motion Generation, key moment here
leaningtech/webvm — Virtual Machine for the Web
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Learning to (Learn at Test Time): RNNs with Expressive Hidden States
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Audio Spotforming Using Nonnegative Tensor Factorization with Attractor-Based Regularization
Understanding Transformers via N-Gram Statistics
facebookincubator/submitit — Python 3.8+ toolbox for submitting jobs to Slurm
Video Diffusion Alignment via Reward Gradients, model
Deep Dive into LSTMs and xLSTMs by Hand
Chronos: Learning the Language of Time Series, code
EnCLAP: Combining Neural Audio Codec and Audio-Text Joint Embedding for Automated Audio Captioning, code
Introducing Triton: Open-source GPU programming for neural networks
CUDA kernels in PyTorch made easy with Numba, notebook
a-brassard/ACORN — Home repository for the ACORN dataset: 3,500 explanations with aspect-wise human ratings of their quality.
facebookresearch/data2vec_vision
Fine-tuning Florence-2 - Microsoft’s Cutting-edge Vision Language Models
ManiWAV: Learning Robot Manipulation from In-the-Wild Audio-Visual Data, code
ColPali: Efficient Document Retrieval with Vision Language Models, code
Block Transformer: Global-to-Local Language Modeling for Fast Inference, code
AND: Audio Network Dissection for Interpreting Deep Acoustic Models
Sound Field Synthesis with Acoustic Waves
Mapping the Past: Geographically Linking an Early 20th Century Swedish Encyclopedia with Wikidata
A multi-speaker multi-lingual voice cloning system based on vits2 for limmits 2024 challenge
Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs, code, model
AI by Hand:
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SoundCTM: Uniting Score-based and Consistency Models for Text-to-Sound Generation, code, model
Zielon/PBRVulkan — Vulkan Real-time Path Tracer Engine
UCxn: Typologically Informed Annotation of Constructions Atop Universal Dependencies
Generative AI Handbook: A Roadmap for Learning Resources
Crossmodal ASR Error Correction with Discrete Speech Units
CMU-MOSI Dataset — The Multimodal Corpus of Sentiment Intensity (CMU-MOSI) dataset is a collection of 2199 opinion video clips.
USER-LLM: Efficient LLM contextualization with user embeddings, arXiv
Perceiver: General Perception with Iterative Attention
Reverse the auditory processing pathway: Coarse-to-fine audio reconstruction from fMRI
Vocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesis, code, vocos-mel-24khz, vocos-encodec-24khz
Improving Speech Decoding from ECoG with Self-Supervised Pretraining
BLSP-KD: Bootstrapping Language-Speech Pre-training via Knowledge Distillation
TF-SepNet: An Efficient 1D Kernel Design in CNNs for Low-Complexity Acoustic Scene Classification
Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion, code
Adapting Frechet Audio Distance for Generative Music Evaluation, arXiv, code
CoVoMix: Advancing Zero-Shot Speech Generation for Human-like Multi-talker Conversations
Spiketrum: An FPGA-based Implementation of a Neuromorphic Cochlea
Contextual Position Encoding: Learning to Count What’s Important
Simplified Grammar of the Hungarian Language
In Love With the Czarina, and Other Stories, A VAKMERŐ
The Hedgehog & the Porcupine: Expressive Linear Attentions with Softmax Mimicry
netease-youdao/EmotiVoice — a Multi-Voice and Prompt-Controlled TTS Engine
Voice Cloning with your personal data
ricosjp/truck — Truck is a rust CAD kernel
Hungarian Body Parts Flashcards
OpenVoice: Versatile Instant Voice Cloning, code
LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens
A Complete Guide to Write your own Transformers
NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models, FACodec model, code
Decades-Old Beer Ads Stitched Straight Into Original Star Wars Movies Go Viral
Towards Decoupling Frontend Enhancement and Backend Recognition in Monaural Robust ASR
Robots Beyond Borders: The Role of Social Robots in Spoken Second Language Practice
Once “too scary” to release, GPT-2 gets squeezed into an Excel spreadsheet
ianand/spreadsheets-are-all-you-need
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sarah-walker-pcem/pcem/ — PC emulator
Infinite Mac — Infinite Mac is a collection of classic Macintosh and NeXT system releases and software, all easily accessible from the comfort of a (modern) web browser.
dingusdev/dingusppc — PowerPC Mac emulator
autc04/executor — A modern fork of the classic Mac emulator
Can Learned Optimization Make Reinforcement Learning Less Difficult?, code
google/learned_optimization — Meta-learning optimizers and more with JAX
Click-Gaussian: Interactive Segmentation to Any 3D Gaussians
E2GAN: Efficient Training of Efficient GANs for Image-to-Image Translation
nerfstudio-project/nerfstudio — A collaboration friendly studio for NeRFs
Context Embeddings for Efficient Answer Generation in RAG
SpreadsheetLLM: Encoding Spreadsheets for Large Language Models