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preference optimization

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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

e099c1c9699814af0be873a175361713-Paper-Conference.pdf

Neural Information Processing SystemsFeb-18-2026, 10:24:52 GMT

large language model, machine learning, natural language, (19 more...)

Neural Information Processing Systems

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South America > Argentina (0.04)
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Research Report > Experimental Study (1.00)
Research Report > New Finding (0.93)

Industry: Education (0.45)

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Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
Information Technology > Artificial Intelligence > Natural Language > Large Language Model (1.00)
Information Technology > Artificial Intelligence > Natural Language > Chatbot (1.00)
Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (1.00)

d37c9ad425fe5b65304d500c6edcba00-Paper-Conference.pdf

Neural Information Processing SystemsFeb-18-2026, 06:41:28 GMT

large language model, machine learning, natural language, (18 more...)

Neural Information Processing Systems

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Information Technology > Artificial Intelligence > Natural Language > Large Language Model (0.96)
Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.47)

Adaptive Preference Scaling for Reinforcement Learning with Human Feedback

Neural Information Processing SystemsFeb-17-2026, 23:21:17 GMT

In this paper, we propose a novel adaptive preference loss, underpinned by distributionally robust optimization (DRO), designed to address this uncertainty in preference strength.

large language model, machine learning, reward difference, (21 more...)

Neural Information Processing Systems

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Information Technology > Artificial Intelligence > Natural Language > Large Language Model (1.00)
Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (1.00)
Information Technology > Artificial Intelligence > Natural Language > Chatbot (0.93)
(2 more...)

Preference Learning Algorithms Do Not Learn Preference Rankings

Neural Information Processing SystemsFeb-17-2026, 17:47:23 GMT

Preference learning algorithms (e.g., RLHF and DPO) are frequently used to steer LLMs to produce generations that are more preferred by humans, but our understanding of their inner workings is still limited.

large language model, machine learning, natural language, (19 more...)

Neural Information Processing Systems

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Media (0.92)
Information Technology (0.67)
Leisure & Entertainment (0.67)

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Information Technology > Artificial Intelligence > Natural Language > Large Language Model (1.00)
Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (1.00)
Information Technology > Artificial Intelligence > Natural Language > Chatbot (0.93)

92f43b1d33fae4aa1958f75317f0cec1-Paper-Conference.pdf

Neural Information Processing SystemsFeb-16-2026, 16:34:36 GMT

arxiv preprint arxiv, large language model, machine learning, (19 more...)

Neural Information Processing Systems

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Information Technology > Artificial Intelligence > Vision (1.00)
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5a016da670821af25f151f523a2e563f-Paper-Conference.pdf

Neural Information Processing SystemsFeb-14-2026, 05:47:01 GMT

large language model, machine learning, natural language, (21 more...)

Neural Information Processing Systems

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Research Report > Experimental Study (0.93)
Research Report > New Finding (0.93)

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Information Technology > Artificial Intelligence > Natural Language > Large Language Model (0.95)
Information Technology > Artificial Intelligence > Vision (0.93)
Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.69)
(2 more...)

4147dfaa46cd7e20a2aecb91097ae8cc-Paper-Conference.pdf

Neural Information Processing SystemsFeb-11-2026, 21:32:54 GMT

artificial intelligence, machine learning, natural language, (16 more...)

Neural Information Processing Systems

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Europe > Switzerland > Zürich > Zürich (0.04)
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Asia > India (0.04)
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Genre: Research Report > Experimental Study (0.93)

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Information Technology > Artificial Intelligence > Natural Language (1.00)
Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (1.00)
Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.94)
Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.67)