Search Results - "Shyam, Pranav"
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OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities
Published 16-10-2024“…We introduce OmnixR, an evaluation suite designed to benchmark SoTA Omni-modality Language Models, such as GPT-4o and Gemini. Evaluating OLMs, which integrate…”
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Model-Based Active Exploration
Published 29-10-2018“…Efficient exploration is an unsolved problem in Reinforcement Learning which is usually addressed by reactively rewarding the agent for fortuitously…”
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GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models
Published 20-12-2021“…Diffusion models have recently been shown to generate high-quality synthetic images, especially when paired with a guidance technique to trade off diversity…”
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Attentive Recurrent Comparators
Published 02-03-2017“…Rapid learning requires flexible representations to quickly adopt to new evidence. We develop a novel class of models called Attentive Recurrent Comparators…”
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Unsupervised Neural Machine Translation with Generative Language Models Only
Published 11-10-2021“…We show how to derive state-of-the-art unsupervised neural machine translation systems from generatively pre-trained language models. Our method consists of…”
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Training Agents using Upside-Down Reinforcement Learning
Published 05-12-2019“…We develop Upside-Down Reinforcement Learning (UDRL), a method for learning to act using only supervised learning techniques. Unlike traditional algorithms,…”
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Text and Code Embeddings by Contrastive Pre-Training
Published 24-01-2022“…Text embeddings are useful features in many applications such as semantic search and computing text similarity. Previous work typically trains models…”
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Language Models are Few-Shot Learners
Published 28-05-2020“…Recent work has demonstrated substantial gains on many NLP tasks and benchmarks by pre-training on a large corpus of text followed by fine-tuning on a specific…”
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Artificial Intelligence for Prosthetics - challenge solutions
Published 06-02-2019“…In the NeurIPS 2018 Artificial Intelligence for Prosthetics challenge, participants were tasked with building a controller for a musculoskeletal model with a…”
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