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Arvind SundaraRajan profile picture

Arvind SundaraRajan

Engineering Director with 20+ years in software engineering and 15+ years leading AI/ML teams and production deployments. Expert in ML/AI platforms, MLOps, Gen AI, and scalable data architectures driv

Location Poland Warsaw Joined Joined on  Personal website https://pl.linkedin.com/in/arvindsrajan

Education

Bachelor of Engineering (Computer Science), Anna University (2000-2004)

Pronouns

He/Him

Work

Engineering Director, AI/ML Data & Analytics Lead at LTIMindtree, driving production AI innovation

Clarity From Chaos: AI Super-Resolution Redefined

Clarity From Chaos: AI Super-Resolution Redefined

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2 min read
Revealing the Unseen: AI-Powered Super-Resolution from Extreme Noise by Arvind Sundararajan

Revealing the Unseen: AI-Powered Super-Resolution from Extreme Noise by Arvind Sundararajan

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2 min read
Quantum Genesis: Democratizing Generative AI with Quantum Speedups by Arvind Sundararajan

Quantum Genesis: Democratizing Generative AI with Quantum Speedups by Arvind Sundararajan

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2 min read
Unlocking AI Speed: The Hidden Symmetries in Reinforcement Learning

Unlocking AI Speed: The Hidden Symmetries in Reinforcement Learning

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Clarity From Chaos: Super-Resolution That Thrives on Noise

Clarity From Chaos: Super-Resolution That Thrives on Noise

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2 min read
Beyond the Hype: The Hidden Economics of AI Inference

Beyond the Hype: The Hidden Economics of AI Inference

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2 min read
Gradient GPS: Turbocharge Your Diffusion Models with Targeted Tuning

Gradient GPS: Turbocharge Your Diffusion Models with Targeted Tuning

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Beyond the Black Box: Making LLM Decoding Truly End-to-End

Beyond the Black Box: Making LLM Decoding Truly End-to-End

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2 min read
Shapeshifting AI: Unleashing Adaptive Neural Networks on the Edge

Shapeshifting AI: Unleashing Adaptive Neural Networks on the Edge

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2 min read
Federated Learning Unleashed: Balancing Bias and Variance in Wireless AI by Arvind Sundararajan

Federated Learning Unleashed: Balancing Bias and Variance in Wireless AI by Arvind Sundararajan

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2 min read
AI Brain Freeze? Pruning the Path to Lightning-Fast Decisions by Arvind Sundararajan

AI Brain Freeze? Pruning the Path to Lightning-Fast Decisions by Arvind Sundararajan

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Quantum-Leaping Collateral: AI-Powered Optimization for the Future of Finance

Quantum-Leaping Collateral: AI-Powered Optimization for the Future of Finance

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Unlock Peak Performance: Refining MCTS with Action-Aware State Grouping

Unlock Peak Performance: Refining MCTS with Action-Aware State Grouping

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Turbocharge Your AI: A Smarter Way to Explore Decision Trees

Turbocharge Your AI: A Smarter Way to Explore Decision Trees

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Silent Sabotage: When Hardware Flaws Poison Medical AI by Arvind Sundararajan

Silent Sabotage: When Hardware Flaws Poison Medical AI by Arvind Sundararajan

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Squeezing Every Last Flop: The INT vs. FP Showdown for AI Dominance

Squeezing Every Last Flop: The INT vs. FP Showdown for AI Dominance

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Geometric Nets: Unleashing the Power of Shape in AI by Arvind Sundararajan

Geometric Nets: Unleashing the Power of Shape in AI by Arvind Sundararajan

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2 min read
Convexity Switching: The Secret to Faster, Smarter Neural Net Training?

Convexity Switching: The Secret to Faster, Smarter Neural Net Training?

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Unlock Superhuman Classification: Train on Positives Alone by Arvind Sundararajan

Unlock Superhuman Classification: Train on Positives Alone by Arvind Sundararajan

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Squeezing AI into Tiny Spaces: The Integer Revolution

Squeezing AI into Tiny Spaces: The Integer Revolution

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Unlocking AI's Hidden Geometry: A New Path to True Understanding by Arvind Sundararajan

Unlocking AI's Hidden Geometry: A New Path to True Understanding by Arvind Sundararajan

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2 min read
Causal Loops: Predicting the Unpredictable with Feedback-Aware AI

Causal Loops: Predicting the Unpredictable with Feedback-Aware AI

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Unmasking AI's Blind Spots: Counterfactuals Beyond the Straight Line

Unmasking AI's Blind Spots: Counterfactuals Beyond the Straight Line

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Unlocking AI's Potential: Reframing 'Instrumental Goals' as Engineering Opportunities

Unlocking AI's Potential: Reframing 'Instrumental Goals' as Engineering Opportunities

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2 min read
Unlocking Neural Network Secrets: The Geometric Awakening by Arvind Sundararajan

Unlocking Neural Network Secrets: The Geometric Awakening by Arvind Sundararajan

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Unlock Linear Solver Speed: Symbolic Preconditioning for Hyper-Performance

Unlock Linear Solver Speed: Symbolic Preconditioning for Hyper-Performance

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Bracing for Breakers: Quantum-Safe Crypto for the Real World

Bracing for Breakers: Quantum-Safe Crypto for the Real World

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Symbolic Alchemy: Transmuting Linear Solvers into Lightning Speed by Arvind Sundararajan

Symbolic Alchemy: Transmuting Linear Solvers into Lightning Speed by Arvind Sundararajan

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Chiplet Chokepoints: Optimizing Interconnects for Peak AI Performance

Chiplet Chokepoints: Optimizing Interconnects for Peak AI Performance

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Unleash AI Performance: How Chiplets and Smart Networks Are Democratizing Custom Silicon by Arvind Sundararajan

Unleash AI Performance: How Chiplets and Smart Networks Are Democratizing Custom Silicon by Arvind Sundararajan

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2 min read
Transformers for Unseen Patterns: Bayesian Clustering Reimagined

Transformers for Unseen Patterns: Bayesian Clustering Reimagined

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Y2Q: Are Your Systems Ready for the Quantum Apocalypse?

Y2Q: Are Your Systems Ready for the Quantum Apocalypse?

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Unlocking Supercomputer Performance: Symbolic Shortcuts for Linear Algebra

Unlocking Supercomputer Performance: Symbolic Shortcuts for Linear Algebra

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Decoupled Perception: A New Dawn for Robust AI by Arvind Sundararajan

Decoupled Perception: A New Dawn for Robust AI by Arvind Sundararajan

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Quantum Dawn: Hardening Our Networks Before the Storm

Quantum Dawn: Hardening Our Networks Before the Storm

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Binary Brains: Secure AI on the Edge with In-Memory Magic by Arvind Sundararajan

Binary Brains: Secure AI on the Edge with In-Memory Magic by Arvind Sundararajan

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Quantum Circuits: Can AI Design Better Entanglement Networks? by Arvind Sundararajan

Quantum Circuits: Can AI Design Better Entanglement Networks? by Arvind Sundararajan

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2 min read
Beyond the Hype: Are AI Agents Just Fancy State Machines?

Beyond the Hype: Are AI Agents Just Fancy State Machines?

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2 min read
Linear Audio Dreams: Injecting Sanity into Autoencoder Latent Spaces by Arvind Sundararajan

Linear Audio Dreams: Injecting Sanity into Autoencoder Latent Spaces by Arvind Sundararajan

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Unlocking Ultra-Efficient Edge AI: Encrypted Inference at the Speed of Memory

Unlocking Ultra-Efficient Edge AI: Encrypted Inference at the Speed of Memory

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Eliminating Lag: How "Pinching Antennas" Could Revolutionize Mobile AR/VR

Eliminating Lag: How "Pinching Antennas" Could Revolutionize Mobile AR/VR

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Binarized Brilliance: Unlocking Edge AI with Secure In-Memory Networks

Binarized Brilliance: Unlocking Edge AI with Secure In-Memory Networks

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The Introspective AI Revolution: Smarter Learning Through Self-Awareness by Arvind Sundararajan

The Introspective AI Revolution: Smarter Learning Through Self-Awareness by Arvind Sundararajan

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Turbocharging Eigenvalue Computation: A Shortcut for Data Generation by Arvind Sundararajan

Turbocharging Eigenvalue Computation: A Shortcut for Data Generation by Arvind Sundararajan

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Self-Healing Sensor Grids: AI-Powered Drone Charging for 'Invisible' Infrastructure

Self-Healing Sensor Grids: AI-Powered Drone Charging for 'Invisible' Infrastructure

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The Fruit Fly's Secret to Fault-Tolerant AI: Redundancy Done Right

The Fruit Fly's Secret to Fault-Tolerant AI: Redundancy Done Right

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AI Code Whisperers: Can Neural Networks Unlock Peak Performance?

AI Code Whisperers: Can Neural Networks Unlock Peak Performance?

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Reality Rewritten: How Differentiable Worlds Are Transforming AI

Reality Rewritten: How Differentiable Worlds Are Transforming AI

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Beyond Black Boxes: Building AI That Explains Itself

Beyond Black Boxes: Building AI That Explains Itself

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Data-Scarce GANs? Unlock Hyperrealistic AI with Adaptive Augmentation!

Data-Scarce GANs? Unlock Hyperrealistic AI with Adaptive Augmentation!

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Sparsity Unleashed: Dynamic Activations for Leaner AI

Sparsity Unleashed: Dynamic Activations for Leaner AI

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Turbocharge Your Code Security: AI Bug Hunting is Here

Turbocharge Your Code Security: AI Bug Hunting is Here

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Goodbye Guesswork: Code Generation That Knows What It Doesn't Know

Goodbye Guesswork: Code Generation That Knows What It Doesn't Know

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Code Like a Master Builder: AI-Powered Program Composition

Code Like a Master Builder: AI-Powered Program Composition

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Predicting Quantum Futures: Machine Learning Cracks the QPU Time Riddle

Predicting Quantum Futures: Machine Learning Cracks the QPU Time Riddle

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Beyond Role-Play: Can LLMs Truly 'Think' Like Us?

Beyond Role-Play: Can LLMs Truly 'Think' Like Us?

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Dynamic Decisions: Making Memory-Efficient AI a Reality with Differentiable Algorithms by Arvind Sundararajan

Dynamic Decisions: Making Memory-Efficient AI a Reality with Differentiable Algorithms by Arvind Sundararajan

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Spiking Nets: The Energy-Saving Secret Weapon AI Needs by Arvind Sundararajan

Spiking Nets: The Energy-Saving Secret Weapon AI Needs by Arvind Sundararajan

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2 min read
LLMs Get Personal: Crafting AI with Individual Cognitive Styles by Arvind Sundararajan

LLMs Get Personal: Crafting AI with Individual Cognitive Styles by Arvind Sundararajan

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The Evolving Battlefield: AI vs. AI in Network Security by Arvind Sundararajan

The Evolving Battlefield: AI vs. AI in Network Security by Arvind Sundararajan

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