Beren's repositories

FEP_Active_Inference_Papers

A repository for major/influential FEP and active inference papers.

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Predictive_Coding_Papers

A repository collating interesting and/or influential predictive coding papers

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Theory_Associative_Memory

repo for code for paper on general theory associative memory models

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NeuralKalmanFiltering

Code for the simulations in the neural Kalman filtering paper

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svd_directions

Repository for the SVD directions less wrong post

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Active_Inference_Successor_Representations

repository for Successor Representations IWAI paper

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theoretical_framework_predictive_coding

Ultimate repo for PC theory code for neurips submission

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infinitesimal_inference_limit

Repository for code for paper: "Backpropagation at the infinitesimal inference limit of energy based models: unifying predictive coding, equilibrium propagation, and contrastive hebbian learning"

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LM_facts_across_training

Animations and plots for LW post

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BerenMillidge.github.io

Personal Website

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PC_causality

Code for toy PC causality simulations

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trlx

A repo for distributed training of language models with Reinforcement Learning via Human Feedback (RLHF)

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Reward_Bases

Code for experiments and figures in "Reward Bases: Instanteous Reward Revaluation with Temporal Difference Learning"

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blog_deployment

deployment files for my personal blog

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charging-a-saved-card

Learn how to charge a saved card and handle failures

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darknet

Convolutional Neural Networks

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dissect-git-re-basin

Replicating and dissecting the git-re-basin project in one-click-replication Colabs

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fingerprinting_LLMs

Experiments with fingerprinting LLMs based on unconditioned distribution

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gpt4_timing_experiments

Quick experiments for testing effects of prompt length and generation size on GPT4 latency

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LW_GPT4_responderbot

Bot to automatically respond to each post on LW with a GPT4 comment

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memorizing-transformers-pytorch

Implementation of Memorizing Transformers (ICLR 2022), attention net augmented with indexing and retrieval of memories using approximate nearest neighbors, in Pytorch

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origins_information_seeking_exploration

Code for the numerical example in the paper: "Understanding the origin of information-seeking exploration in probabilistic objectives for control"

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PhD_Thesis

Repo storing my phd thesis tex files.

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photometry_model_fitting

Photometry model fitting containing mouse model fit codes

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PINTO_model_zoo

A repository that shares tuning results of trained models generated by TensorFlow / Keras. Post-training quantization (Weight Quantization, Integer Quantization, Full Integer Quantization, Float16 Quantization), Quantization-aware training. TensorFlow Lite. OpenVINO. CoreML. TensorFlow.js. TF-TRT. MediaPipe. ONNX. [.tflite,.h5,.pb,saved_model,tfjs,tftrt,mlmodel,.xml/.bin, .onnx]

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PyTorch-YOLOv3

Minimal PyTorch implementation of YOLOv3

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Reward_Bases_Data_Analyses

Ultimate cleaned up repository for the analysis scripts for figures 1 and 2

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Sparse_Routing

toy model experiment for IWAI

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umap

Uniform Manifold Approximation and Projection

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