GitHub / layer6ai-labs 21 Repositories
Research repositories from Layer 6 AI.
layer6ai-labs/DRESS
The code base for the research project exploring disentangled representation-based self-supervised meta-learning.
Language: Python - Size: 2.81 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 3 - Forks: 0

layer6ai-labs/TabDPT-inference
Inference code for "TabDPT: Scaling Tabular Foundation Models on Real Data"
Language: Python - Size: 547 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 52 - Forks: 10

layer6ai-labs/fusemix
Data-Efficient Multimodal Fusion on a Single GPU
Language: Python - Size: 1.45 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 61 - Forks: 7

layer6ai-labs/diffusion_memorization
Language: Jupyter Notebook - Size: 24.3 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 2 - Forks: 1

layer6ai-labs/spark-retrieval-tuning
Language: C - Size: 6.73 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

layer6ai-labs/dgm_geometry
Language: Jupyter Notebook - Size: 37.1 MB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 15 - Forks: 3

layer6ai-labs/UoMH
Language: Python - Size: 120 KB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 1

layer6ai-labs/last_layer_empirical_bayes
Size: 0 Bytes - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

layer6ai-labs/dgm-eval
Codebase for evaluation of deep generative models as presented in Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Language: Jupyter Notebook - Size: 10.7 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 164 - Forks: 14

layer6ai-labs/conformal-prediction-fairness
Evaluating fairness of conformal prediction with human interaction
Language: Python - Size: 42 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 3 - Forks: 1

layer6ai-labs/two_step_zoo
Codebase accompanying the paper "Diagnosing and Fixing Manifold Overfitting in Deep Generative Models"
Language: Jupyter Notebook - Size: 315 KB - Last synced at: about 2 months ago - Pushed at: 11 months ago - Stars: 9 - Forks: 2

layer6ai-labs/denoising_dgms
Language: Python - Size: 325 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 1

layer6ai-labs/dgm_manifold_survey
Language: Python - Size: 81.1 KB - Last synced at: about 2 months ago - Pushed at: 10 months ago - Stars: 3 - Forks: 0

layer6ai-labs/dgm_ood_detection
Code for the paper "A Geometric Explanation of the Likelihood OOD Detection Paradox"
Language: Jupyter Notebook - Size: 97.6 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

layer6ai-labs/direct-cms
Inconsistencies In Consistency Models: Better ODE Solving Does Not Imply Better Samples
Language: Python - Size: 367 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

layer6ai-labs/calo-forest
A scalable implementation of diffusion and flow-matching with XGBoost models, applied to calorimeter data.
Language: Python - Size: 59.6 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 17 - Forks: 0

layer6ai-labs/msc-sql
Text-2-SQL
Size: 1000 Bytes - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

layer6ai-labs/tr0n
Language: Python - Size: 22.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 14 - Forks: 1

layer6ai-labs/BNPO
Language: Python - Size: 6.9 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 1

layer6ai-labs/ssl-robustness
Codebase for benchmarking robustness of Self-Supervised Learning across diverse downstream tasks
Language: Python - Size: 84 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

layer6ai-labs/dp-cert
A framework for providing certified robustness guarantees with differentially private models
Language: Jupyter Notebook - Size: 3.88 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

layer6ai-labs/hitl-conformal-prediction
Human in the Loop Conformal Prediction
Language: Python - Size: 30.3 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 2

layer6ai-labs/Tabular-Class-Conditioned-SSL
Language: Jupyter Notebook - Size: 842 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

layer6ai-labs/tpch-spark Fork of ssavvides/tpch-spark
TPC-H queries in Apache Spark SQL using native DataFrames API
Language: C - Size: 1.77 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

layer6ai-labs/tuneful-code Fork of ayat-khairy/tuneful-code
Language: Python - Size: 299 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

layer6ai-labs/lfr
Code for the ICLR'24 paper "Self-supervised Representation Learning From Random Data Projectors
Language: Python - Size: 139 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 0

layer6ai-labs/tpcds-spark Fork of dag-analyzer/tpcds-spark
Language: C - Size: 4.72 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

layer6ai-labs/ProxyFL
Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"
Language: Python - Size: 16.6 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 53 - Forks: 9

layer6ai-labs/fair-dp
Code accompanying the paper "Disparate Impact in Differential Privacy from Gradient Misalignment".
Language: Python - Size: 38.1 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 1

layer6ai-labs/DropoutNet
Code for the NeurIPS'17 paper "DropoutNet: Addressing Cold Start in Recommender Systems"
Language: Python - Size: 1.59 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 167 - Forks: 45

layer6ai-labs/spark-tuning
Language: Dockerfile - Size: 1000 Bytes - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

layer6ai-labs/CEF
Code for the NeurIPS'21 paper "Tractable Density Estimation on Learned Manifolds with Conformal Embedding Flows"
Language: Python - Size: 736 KB - Last synced at: 14 days ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 0

layer6ai-labs/RecSys2018
1'st Place Approach by Layer6 AI to the 2018 ACM RecSys Challenge
Language: Java - Size: 355 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 85 - Forks: 22

layer6ai-labs/DiMS
Code for the ACL'23 paper "DiMS: Distilling Multiple Steps of Iterative Non-Autoregressive Transformers for Machine Translation"
Language: Python - Size: 11.5 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

layer6ai-labs/implicit-manifolds
Language: Jupyter Notebook - Size: 6.33 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

layer6ai-labs/SGG-Seq2Seq
Code for the ICCV'21 paper "Context-aware Scene Graph Generation with Seq2Seq Transformers"
Language: Python - Size: 46.3 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 43 - Forks: 4

layer6ai-labs/CMLMC
Code for the ICLR'22 paper "Improving Non-Autoregressive Translation Models Without Distillation"
Language: Python - Size: 15.6 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 17 - Forks: 2

layer6ai-labs/GSS
Code for the NeurIPS'19 paper "Guided Similarity Separation for Image Retrieval"
Language: Python - Size: 49.8 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 65 - Forks: 7

layer6ai-labs/DuETT
Code for "DuETT: Dual Event Time Transformer for Electronic Health Records"
Language: Python - Size: 1.51 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 9 - Forks: 1

layer6ai-labs/HGCF
Code for the WWW'21 paper "HGCF: Hyperbolic Graph Convolution Networks for Collaborative Filtering"
Language: Python - Size: 4.31 MB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 42 - Forks: 11

layer6ai-labs/ASL
Code for CVPR'21 paper "Weakly Supervised Action Selection Learning in Video"
Language: Python - Size: 31.3 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 19 - Forks: 3

layer6ai-labs/xpool
https://layer6ai-labs.github.io/xpool/
Language: Python - Size: 5.86 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 77 - Forks: 8

layer6ai-labs/TAFA
Code for the RecSys'20 paper "TAFA: Two-headed Attention Fused Autoencoder for Context-Aware Recommendations"
Language: Python - Size: 47.9 KB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 21 - Forks: 5

layer6ai-labs/hgnn-dr
Language: Python - Size: 253 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

layer6ai-labs/WinIT
Code for the ICLR'23 paper "Temporal Dependencies in Feature Importance for Time Series Prediction"
Language: Jupyter Notebook - Size: 512 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 0

layer6ai-labs/T-Fixup
Code for the ICML'20 paper "Improving Transformer Optimization Through Better Initialization"
Language: Python - Size: 3.37 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 81 - Forks: 10

layer6ai-labs/EGT
Code for the CVPR'19 paper "Explore-Exploit Graph Traversal for Image Retrieval"
Language: Java - Size: 92 MB - Last synced at: almost 2 years ago - Pushed at: almost 5 years ago - Stars: 31 - Forks: 10

layer6ai-labs/rectangular-flows
Code for the NeurIPS'21 paper "Rectangular Flows for Manifold Learning"
Language: Python - Size: 169 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 1

layer6ai-labs/MCL
Code for the WWW'22 paper "MCL: Mixed-Centric Loss for Collaborative Filtering"
Language: Python - Size: 45.5 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 0

layer6ai-labs/transformers-CLIPScripting Fork of huggingface/transformers
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
Language: Python - Size: 88.1 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

layer6ai-labs/semi-supervised-egt
Code for CVPR'19 paper Semi-Supervised Exploration for Image Retrieval
Language: Python - Size: 31.3 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 6 - Forks: 2

layer6ai-labs/CAE
Code for the ICLR'21 paper "C-Learning: Horizon-Aware Cumulative Accessibility Estimation"
Language: Python - Size: 1.78 MB - Last synced at: about 2 months ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 3

layer6ai-labs/CNNEmbed
Language: Python - Size: 304 KB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 7 - Forks: 3
