🔄 In a Training Loop

Abdullah Mujeeb Khawaja

amkkk

11 3 44

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 about 13 hours ago

google/embeddinggemma-2

updated a model 6 days ago

amkkk/AMKemma-3.1-Write

published a model 7 days ago

amkkk/AMKemma-3.1-Write

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Organizations

amkkk 's Spaces 283

Reproduction: A Fine-Grained Understanding of Uniform Convergence for Halfspaces

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Reproduction: Zero-Flow Encoders

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Reproduction: How to Correctly Report LLM-as-a-Judge Evaluations

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Reproduction: Unifying and Optimizing Data Values for Selection via Sequential Decision-Making

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Reproduction: Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States

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Reproduction: Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations

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Reproduction: Online Robust Reinforcement Learning with General Function Approximation

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Reproduction: Repro - Robust Linear Dueling Bandits with Post-serving Context under Unknown Delays and Adversarial Corruptions

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Reproduction: Recursive Binding on a Budget: Subspace Carving in Order-p Tensor Memories

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Reproduction: Adaptive Multi-Round Allocation with Stochastic Arrivals

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Reproduction: New Bounds for Kernel Sums via Fast Spherical Embeddings

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Reproduction: INDUCTION: Finite-Structure Concept Synthesis in First-Order Logic

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Reproduction: Towards Optimal Robustness in Learning-Augmented Paging

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Reproduction: Infinite-Dimensional Generative Diffusions via Doob's h-Transform

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Reproduction: Efficient Inference for Noisy LLM-as-a-Judge Evaluation

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Reproduction: On the Convergence Rate of LoRA Gradient Descent

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Reproduction: Improved Distribution Estimation in ℓ∞

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Reproduction: Optimal Rates for Feasible Payoff Set Estimation in Games

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Reproduction: Nash Equilibria in Games with Playerwise Concave Coupling Constraints

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Reproduction: Explanations are a Means to an End: Decision Theoretic Explanation Evaluation

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Reproduction: Adaptive Estimation and Inference in Semi-parametric Heterogeneous Clustered Multitask Learning via Neyman Orthogonality

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Reproduction: Tight Margin-Based Generalization Bounds for Voting Classifiers over Finite Hypothesis Sets

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Reproduction: Language Generation with Replay: A Learning-Theoretic View of Model Collapse

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Reproduction: FIBER: A Differentially Private Optimizer with Filter-Aware Innovation Bias Correction

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Abdullah Mujeeb Khawaja

AI & ML interests

Recent Activity

Organizations

amkkk 's Spaces 283 Sort: Recently updated

Reproduction: A Fine-Grained Understanding of Uniform Convergence for Halfspaces

Reproduction: Zero-Flow Encoders

Reproduction: How to Correctly Report LLM-as-a-Judge Evaluations

Reproduction: Unifying and Optimizing Data Values for Selection via Sequential Decision-Making

Reproduction: Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States

Reproduction: Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations

Reproduction: Online Robust Reinforcement Learning with General Function Approximation

Reproduction: Repro - Robust Linear Dueling Bandits with Post-serving Context under Unknown Delays and Adversarial Corruptions

Reproduction: Recursive Binding on a Budget: Subspace Carving in Order-p Tensor Memories

Reproduction: Adaptive Multi-Round Allocation with Stochastic Arrivals

Reproduction: New Bounds for Kernel Sums via Fast Spherical Embeddings

Reproduction: INDUCTION: Finite-Structure Concept Synthesis in First-Order Logic

Reproduction: Towards Optimal Robustness in Learning-Augmented Paging

Reproduction: Infinite-Dimensional Generative Diffusions via Doob's h-Transform

Reproduction: Efficient Inference for Noisy LLM-as-a-Judge Evaluation

Reproduction: On the Convergence Rate of LoRA Gradient Descent

Reproduction: Improved Distribution Estimation in ℓ∞

Reproduction: Optimal Rates for Feasible Payoff Set Estimation in Games

Reproduction: Nash Equilibria in Games with Playerwise Concave Coupling Constraints

Reproduction: Explanations are a Means to an End: Decision Theoretic Explanation Evaluation

Reproduction: Adaptive Estimation and Inference in Semi-parametric Heterogeneous Clustered Multitask Learning via Neyman Orthogonality

Reproduction: Tight Margin-Based Generalization Bounds for Voting Classifiers over Finite Hypothesis Sets

Reproduction: Language Generation with Replay: A Learning-Theoretic View of Model Collapse

Reproduction: FIBER: A Differentially Private Optimizer with Filter-Aware Innovation Bias Correction

amkkk 's Spaces 283