Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Accuracy: Ensuring Correct Predictions With Correct Rationales

Tang Li, Mengmeng Ma, Xi Peng p43164-43188 from Advances in Neural Information Processing Systems 37

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Beyond Accuracy: Generalization Properties of Bio-Plausible Temporal Credit Assignment Rules

Yuhan Helena Liu, Arna Ghosh, Blake Richards, Eric Shea-Brown, Guillaume Lajoie p23077-23097 from Advances in Neural Information Processing Systems 35

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Beyond Accuracy: Tracking more like Human via Visual Search

Dailing Zhang, Shiyu Hu, Xiaokun Feng, Xuchen Li, Meiqi Wu, Jing Zhang, Kaiqi Huang p2629-2662 from Advances in Neural Information Processing Systems 37

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Beyond Adult and COMPAS: Fair Multi-Class Prediction Via Information Projection

Wael Alghamdi, Hsiang Hsu, Haewon Jeong, Hao Wang, Peter Michalak, Shahab Asoodeh, Flavio Calmon p38747-38760 from Advances in Neural Information Processing Systems 35

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Beyond Aesthetics: Cultural Competence in Text-to-Image Models

Nithish Kannen, Arif Ahmad, Marco Andreetto, Vinodkumar Prabhakaran, Utsav Prabhu, Adji Dieng, Pushpak Bhattacharyya, Shachi Dave p13716-13747 from Advances in Neural Information Processing Systems 37

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Beyond Attention or Similarity: Maximizing Conditional Diversity for Token Pruning in MLLMs

Qizhe Zhang, Mengzhen Liu, Lichen Li, Ming Lu, Yuan Zhang, Junwen Pan, Qi She, Shanghang Zhang p28761-28791 from Advances in Neural Information Processing Systems 38

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Average Return in Markov Decision Processes

Alexandre Marthe, Aurélien Garivier, Claire Vernade p56488-56507 from Advances in Neural Information Processing Systems 36

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Beyond Average Value Function in Precision Medicine: Maximum Probability-Driven Reinforcement Learning for Survival Analysis

Jianqi Feng, Chengchun Shi, Zhenke Wu, Xiaodong Yan, Wei Zhao p45110-45148 from Advances in Neural Information Processing Systems 38

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Benign Overfitting in Nadaraya-Watson Interpolators

Daniel Barzilai, Guy Kornowski, Ohad Shamir p17166-17194 from Advances in Neural Information Processing Systems 38

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Black Box Densities: Parameter Learning for the Deviated Components

Dat Do, Nhat Ho, Xuanlong Nguyen p28167-28178 from Advances in Neural Information Processing Systems 35

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions

Tongxin Li, Yiheng Lin, Shaolei Ren, Adam Wierman p45502-45515 from Advances in Neural Information Processing Systems 36

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Beyond Chemical QA: Evaluating LLM's Chemical Reasoning with Modular Chemical Operations

Li Hao, He CAO, Bin Feng, Daniel Shao, Robert Tang, Zhiyuan Yan, Yonghong Tian, Li Yuan, Yu Li p170003-170036 from Advances in Neural Information Processing Systems 38

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Beyond Components: Singular Vector-Based Interpretability of Transformer Circuits

Areeb Ahmad, Abhinav Joshi, Ashutosh Modi p185939-185978 from Advances in Neural Information Processing Systems 38

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable?

Sonia Laguna, Ricards Marcinkevics, Moritz Vandenhirtz, Julia Vogt p85006-85044 from Advances in Neural Information Processing Systems 37

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Confidence: Reliable Models Should Also Consider Atypicality

Mert Yuksekgonul, Linjun Zhang, James Zou, Carlos Guestrin p38420-38453 from Advances in Neural Information Processing Systems 36

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Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift

Florian Seligmann, Philipp Becker, Michael Volpp, Gerhard Neumann p29372-29405 from Advances in Neural Information Processing Systems 36

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Beyond Efficiency: Molecular Data Pruning for Enhanced Generalization

Dingshuo Chen, Zhixun Li, Yuyan Ni, Guibin Zhang, Ding Wang, Qiang Liu, Shu Wu, Jeffrey Yu, Liang Wang p18036-18061 from Advances in Neural Information Processing Systems 37

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Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection

Jiaxu Leng, Zhanjie Wu, Mingpi Tan, Yiran Liu, Ji Gan, Haosheng Chen, Xinbo Gao p17373-17397 from Advances in Neural Information Processing Systems 37

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Beyond Expectations: Quantile-Guided Alignment for Risk-Calibrated Language Models

Xinran Wang, Jin Du, Azal Khan, qi le, Enmao Diao, Jiawei Zhou, Jie Ding, Ali Anwar p184476-184497 from Advances in Neural Information Processing Systems 38

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Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence

Yuki Takezawa, Ryoma Sato, Han Bao, Kenta Niwa, Makoto Yamada p76692-76717 from Advances in Neural Information Processing Systems 36

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamical Similarity Analysis

Mitchell Ostrow, Adam Eisen, Leo Kozachkov, Ila Fiete p33824-33837 from Advances in Neural Information Processing Systems 36

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Greedy Exits: Improved Early Exit Decisions for Risk Control and Reliability

Divya Jyoti Bajpai, Manjesh Kumar Hanawal p189070-189095 from Advances in Neural Information Processing Systems 38

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Higher Rank: Token-wise Input-Output Projections for Efficient Low-Rank Adaptation

Shiwei Li, Xiandi Luo, Haozhao Wang, Xing Tang, Ziqiang Cui, Dugang Liu, Yuhua Li, Xiuqiang He, Ruixuan Li p151188-151209 from Advances in Neural Information Processing Systems 38

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Beyond IID: Data-Driven Decision-Making in Heterogeneous Environments

Omar Besbes, Will Ma, Omar Mouchtaki p23979-23991 from Advances in Neural Information Processing Systems 35

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Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Beyond Accuracy: Ensuring Correct Predictions With Correct Rationales

Beyond Accuracy: Generalization Properties of Bio-Plausible Temporal Credit Assignment Rules

Beyond Accuracy: Tracking more like Human via Visual Search

Beyond Adult and COMPAS: Fair Multi-Class Prediction Via Information Projection

Beyond Aesthetics: Cultural Competence in Text-to-Image Models

Beyond Attention or Similarity: Maximizing Conditional Diversity for Token Pruning in MLLMs

Beyond Average Return in Markov Decision Processes

Beyond Average Value Function in Precision Medicine: Maximum Probability-Driven Reinforcement Learning for Survival Analysis

Beyond Benign Overfitting in Nadaraya-Watson Interpolators

Beyond Black Box Densities: Parameter Learning for the Deviated Components

Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions

Beyond Chemical QA: Evaluating LLM's Chemical Reasoning with Modular Chemical Operations

Beyond Components: Singular Vector-Based Interpretability of Transformer Circuits

Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable?

Beyond Confidence: Reliable Models Should Also Consider Atypicality

Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift

Beyond Efficiency: Molecular Data Pruning for Enhanced Generalization

Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection

Beyond Expectations: Quantile-Guided Alignment for Risk-Calibrated Language Models

Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence

Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamical Similarity Analysis

Beyond Greedy Exits: Improved Early Exit Decisions for Risk Control and Reliability

Beyond Higher Rank: Token-wise Input-Output Projections for Efficient Low-Rank Adaptation

Beyond IID: Data-Driven Decision-Making in Heterogeneous Environments

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