Tag: time compute
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Hacker News: Tao: Using test-time compute to train efficient LLMs without labeled data
Source URL: https://www.databricks.com/blog/tao-using-test-time-compute-train-efficient-llms-without-labeled-data Source: Hacker News Title: Tao: Using test-time compute to train efficient LLMs without labeled data Feedly Summary: Comments AI Summary and Description: Yes Summary: The text introduces a new model tuning method for large language models (LLMs) called Test-time Adaptive Optimization (TAO) that enhances model quality without requiring large amounts of labeled…
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Slashdot: Majority of AI Researchers Say Tech Industry Is Pouring Billions Into a Dead End
Source URL: https://slashdot.org/story/25/03/22/0341222/majority-of-ai-researchers-say-tech-industry-is-pouring-billions-into-a-dead-end Source: Slashdot Title: Majority of AI Researchers Say Tech Industry Is Pouring Billions Into a Dead End Feedly Summary: AI Summary and Description: Yes Summary: The text discusses the recent survey results from the Association for the Advancement of AI, revealing a significant skepticism among researchers regarding the effectiveness of simply “scaling…
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Hacker News: Scaling Up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
Source URL: https://arxiv.org/abs/2502.05171 Source: Hacker News Title: Scaling Up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a novel language model architecture that enhances test-time computation through latent reasoning, presenting a new methodology that contrasts with traditional reasoning models. It emphasizes the…
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Simon Willison’s Weblog: Trading Inference-Time Compute for Adversarial Robustness
Source URL: https://simonwillison.net/2025/Jan/22/trading-inference-time-compute/ Source: Simon Willison’s Weblog Title: Trading Inference-Time Compute for Adversarial Robustness Feedly Summary: Trading Inference-Time Compute for Adversarial Robustness Brand new research paper from OpenAI, exploring how inference-scaling “reasoning" models such as o1 might impact the search for improved security with respect to things like prompt injection. We conduct experiments on the…
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OpenAI : Trading inference-time compute for adversarial robustness
Source URL: https://openai.com/index/trading-inference-time-compute-for-adversarial-robustness Source: OpenAI Title: Trading inference-time compute for adversarial robustness Feedly Summary: Trading Inference-Time Compute for Adversarial Robustness AI Summary and Description: Yes Summary: The text explores the trade-offs between inference-time computing demands and adversarial robustness within AI systems, particularly relevant in the context of machine learning and AI security. This topic holds…