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Georgios Kollias

10 papers hereh-index 6133 citations14 works total

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

author position
  • first author1
  • middle author8
  • last author1

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • cs.CL6
  • cs.LG4

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedNeedle in the Haystack for Memory Based Large Language Models

5 citations · 9 across the 10 of their papers we have counts for

collaborators
Showing cs.LGShow all

4 papers · 1 filter

cs.LG2024

Large Language Models can be Strong Self-Detoxifiers

Ching-Yun Ko, Pin-Yu Chen, Payel Das +6

Reducing the likelihood of generating harmful and toxic output is an essential task when aligning large language models (LLMs). Existing methods mainly rely on training an external…

cs.LG2024★ 2 cited

NeuroPrune: A Neuro-inspired Topological Sparse Training Algorithm for Large Language Models

Amit Dhurandhar, Tejaswini Pedapati, Ronny Luss +4

Transformer-based Language Models have become ubiquitous in Natural Language Processing (NLP) due to their impressive performance on various tasks. However, expensive training as w…

cs.LG2024★ 2 cited

Larimar: Large Language Models with Episodic Memory Control

Payel Das, Subhajit Chaudhury, Elliot Nelson +10

Efficient and accurate updating of knowledge stored in Large Language Models (LLMs) is one of the most pressing research challenges today. This paper presents Larimar - a novel, br…

cs.LG2024

Learning Granger Causality from Instance-wise Self-attentive Hawkes Processes

Dongxia Wu, Tsuyoshi Idé, Aurélie Lozano +5

We address the problem of learning Granger causality from asynchronous, interdependent, multi-type event sequences. In particular, we are interested in discovering instance-level c…

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