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researcher

Mert Pilanci

92 papers hereh-index 262.8k citations185 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author2
  • first author2
  • middle author26
  • last author60

Across the 90 of 92 papers where every author was matched, so the position is known.

fields
  • cs.LG44
  • math.OC14
  • cs.IT10
  • cs.DC4
  • cs.CL3
  • cs.CV3

identity via Semantic Scholar / OpenAlex

activity
20152026
most citedNewton Sketch: A Linear-time Optimization Algorithm with Linear-Quadratic Convergence

38 citations · 84 across the 58 of their papers we have counts for

collaborators
Showing cs.CLShow all

3 papers · 1 filter

cs.CL2025

Large Language Models Implicitly Learn to See and Hear Just By Reading

Prateek Verma, Mert Pilanci

This paper presents a fascinating find: By training an auto-regressive LLM model on text tokens, the text model inherently develops internally an ability to understand images and a…

cs.CL2024

Adaptive Large Language Models By Layerwise Attention Shortcuts

Prateek Verma, Mert Pilanci

Transformer architectures are the backbone of the modern AI revolution. However, they are based on simply stacking the same blocks in dozens of layers and processing information se…

cs.CL2024

Towards Signal Processing In Large Language Models

Prateek Verma, Mert Pilanci

This paper introduces the idea of applying signal processing inside a Large Language Model (LLM). With the recent explosion of generative AI, our work can help bridge two fields to…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.