🔄 In a Training Loop

Abdullah Mujeeb Khawaja

amkkk

11 3 46

https://navigatingnoise.substack.com/

AI & ML interests

Tough question as I love all areas of DL, but from all of it, embeddings are my favourite topic. Currently obsessed with what can we do around LLMs. MLE @ DPD, prev DS in Recs Systems @ Alibaba Group

Recent Activity

liked a model 6 days ago

fulcrumresearch/echo

liked a dataset 8 days ago

CoderBak/anagram-corpus

liked a model 19 days ago

google/embeddinggemma-2

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Organizations

amkkk 's Spaces 283

Reproduction: A Stronger Benchmark for Online Bilateral Trade

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Reproduction: Budget-Feasible Mechanisms for Submodular Welfare Maximization in Procurement Auctions

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Reproduction: On the Effect of Misspecifying the Embedding Dimension in Low-rank Network Models

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Reproduction: Universal Representation of Generalized Convex Functions and their Gradients

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Reproduction: Stable Deep Reinforcement Learning via Isotropic Gaussian Representations

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Reproduction: Differentiable Conformal Training for LLM Reasoning Factuality

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Reproduction: Approximation Theory for Lipschitz Continuous Transformers

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Reproduction: Conservation Laws for Modern Neural Architectures

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Reproduction: Quantifying the noise sensitivity of the Wasserstein metric for images

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Reproduction: Near-Optimal and Efficient First-Order Algorithm for Multi-Task Learning with Shared Linear Representation

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Reproduction: Performative Learning Theory

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Reproduction: Provable Bounds for the Learnability of Sample-Compressible Families from Noisy Samples

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Reproduction: A Direct Second-Order Method for Solving Two-Player Zero-Sum Games

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Reproduction: Accelerating Langevin Monte Carlo via Efficient Stochastic Runge-Kutta Methods beyond Log-Concavity

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Reproduction: Networked Information Aggregation for Binary Classification

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Reproduction: Operator Splitting with Hamilton-Jacobi-based Proximals

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Reproduction: Equivalence of Context and Parameter Updates in Modern Transformer Blocks

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Reproduction: Enhancing Affine Maximizer Auctions with Correlation-Aware Payment

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Reproduction: Step-Size Stability in Stochastic Optimization: A Theoretical Perspective

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Reproduction: Learning-Augmented Online Covering Problems

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Reproduction: Optimal Transport under Group Fairness Constraints

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Reproduction: Hallucination is a Consequence of Space-Optimality: A Rate-Distortion Theorem for Membership Testing

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Reproduction: Black-Box Assisted Regression — Phase Transitions and Minimax Optimality

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Reproduction: Computationally-efficient Graph Modeling with Refined Graph Random Features

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