Ashok Vardhan Makkuva
6 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(19)
Venues
Top co-authors
Research topics
Machine Learning
(5)
Optimization & Theory · Machine Learning
(4)
Artificial Intelligence
(3)
Deep Learning
(3)
Architectures
(3)
Core AI
(3)
Natural Language Processing
(2)
Application Areas
(2)
Generation
(2)
Computer Science
(1)
Core Methods
(1)
Foundations
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
in-context learning
(2)
large language model
(2)
markov chain
(2)
local minimum
(2)
efficient inference
(1)
loss landscape
(1)
compression scheme
(1)
rate distortion
(1)
learning dynamics
(1)
induction head
(1)
next-token prediction
(1)
parameter initialization
(1)
global minimum
(1)
prompt compression
(1)
token-level compression
(1)
black-box model
(1)
layer normalization
(1)
wireless channel
(1)
markov process
(1)
low-rank structure
(1)
Papers
Attention with Markov: A Curious Case of Single-layer Transformers
ICLR 2025
Fundamental Limits of Prompt Compression: A Rate-Distortion Framework for Black-Box Language Models
NeurIPS 2024
LASER: Linear Compression in Wireless Distributed Optimization
ICML 2024
Local to Global: Learning Dynamics and Effect of Initialization for Transformers
NeurIPS 2024
Transformers on Markov data: Constant depth suffices
NeurIPS 2024
CRISP: Curriculum based Sequential neural decoders for Polar code family
ICML 2023