Edoardo Maria Ponti

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authored 3 papers 8 months ago

Inference-Time Hyper-Scaling with KV Cache Compression

Paper • 2506.05345 • Published Jun 5, 2025 • 27

Bootstrapping World Models from Dynamics Models in Multimodal Foundation Models

Paper • 2506.06006 • Published Jun 6, 2025 • 14

Neurosymbolic Diffusion Models

Paper • 2505.13138 • Published May 19, 2025 • 36

authored 17 papers 9 months ago

Model Merging by Uncertainty-Based Gradient Matching

Paper • 2310.12808 • Published Oct 19, 2023 • 6

XCOPA: A Multilingual Dataset for Causal Commonsense Reasoning

Paper • 2005.00333 • Published May 1, 2020

Are Large Language Models Temporally Grounded?

Paper • 2311.08398 • Published Nov 14, 2023 • 1

Distilling Efficient Language-Specific Models for Cross-Lingual Transfer

Paper • 2306.01709 • Published Jun 2, 2023 • 1

Scaling Sparse Fine-Tuning to Large Language Models

Paper • 2401.16405 • Published Jan 29, 2024

Composable Sparse Fine-Tuning for Cross-Lingual Transfer

Paper • 2110.07560 • Published Oct 14, 2021 • 2

Combining Modular Skills in Multitask Learning

Paper • 2202.13914 • Published Feb 28, 2022 • 4

Image Retrieval from Contextual Descriptions

Paper • 2203.15867 • Published Mar 29, 2022 • 1

FaithDial: A Faithful Benchmark for Information-Seeking Dialogue

Paper • 2204.10757 • Published Apr 22, 2022 • 1

UniMorph 4.0: Universal Morphology

Paper • 2205.03608 • Published May 7, 2022

Fine-tuning Large Language Models with Sequential Instructions

Paper • 2403.07794 • Published Mar 12, 2024

Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference

Paper • 2403.09636 • Published Mar 14, 2024 • 3

Multi-Head Adapter Routing for Cross-Task Generalization

Paper • 2211.03831 • Published Nov 7, 2022 • 2

Efficient Transformers with Dynamic Token Pooling

Paper • 2211.09761 • Published Nov 17, 2022

Zero-Shot Tokenizer Transfer

Paper • 2405.07883 • Published May 13, 2024 • 5

Mixtures of In-Context Learners

Paper • 2411.02830 • Published Nov 5, 2024 • 2

Modular Deep Learning

Paper • 2302.11529 • Published Feb 22, 2023