Academic

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Academic · 1 min

AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discovery

arXiv:2604.05550v1 Announce Type: new Abstract: Artificial intelligence research increasingly depends on prolonged cycles of reproduction, debugging, and iterative refinement to achieve State-Of-The-Art (SOTA) performance, creating …

Yu Li, Chenyang Shao, Xinyang Liu, Ruotong Zhao, Peijie Liu, Hongyuan Su, Zhibin Chen, Qinglong Yang, Anjie Xu, Yi Fang, Qingbin Zeng, Tianxing Li, Jingbo Xu, Fengli Xu, Yong Li, Tie-Yan Liu

58 views Apr 8

Academic · 1 min

Confidence Should Be Calibrated More Than One Turn Deep

arXiv:2604.05397v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly applied in high-stakes domains such as finance, healthcare, and education, where reliable multi-turn interactions …

Zhaohan Zhang, Chengzhengxu Li, Xiaoming Liu, Chao Shen, Ziquan Liu, Ioannis Patras

50 views Apr 8

Academic · 1 min

Jeffreys Flow: Robust Boltzmann Generators for Rare Event Sampling via Parallel Tempering Distillation

arXiv:2604.05303v1 Announce Type: new Abstract: Sampling physical systems with rough energy landscapes is hindered by rare events and metastable trapping. While Boltzmann generators already offer …

Guang Lin, Christian Moya, Di Qi, Xuda Ye

64 views Apr 8

Academic · 1 min

Pressure, What Pressure? Sycophancy Disentanglement in Language Models via Reward Decomposition

arXiv:2604.05279v1 Announce Type: new Abstract: Large language models exhibit sycophancy, the tendency to shift their stated positions toward perceived user preferences or authority cues regardless …

Muhammad Ahmed Mohsin, Ahsan Bilal, Muhammad Umer, Emily Fox

30 views Apr 8

Academic · 1 min

Learning Stable Predictors from Weak Supervision under Distribution Shift

arXiv:2604.05002v1 Announce Type: new Abstract: Learning from weak or proxy supervision is common when ground-truth labels are unavailable, yet robustness under distribution shift remains poorly …

Mehrdad Shoeibi, Elias Hossain, Ivan Garibay, Niloofar Yousefi

30 views Apr 8

Academic · 1 min

Training Without Orthogonalization, Inference With SVD: A Gradient Analysis of Rotation Representations

arXiv:2604.05414v1 Announce Type: new Abstract: Recent work has shown that removing orthogonalization during training and applying it only at inference improves rotation estimation in deep …

Chris Choy

50 views Apr 8

Academic · 1 min

ICR-Drive: Instruction Counterfactual Robustness for End-to-End Language-Driven Autonomous Driving

arXiv:2604.05378v1 Announce Type: new Abstract: Recent progress in vision-language-action (VLA) models has enabled language-conditioned driving agents to execute natural-language navigation commands in closed-loop simulation, yet …

Kaiser Hamid, Can Cui, Nade Liang

42 views Apr 8

Academic · 1 min

YoNER: A New Yor\`ub\'a Multi-domain Named Entity Recognition Dataset

arXiv:2604.05624v1 Announce Type: new Abstract: Named Entity Recognition (NER) is a foundational NLP task, yet research in Yor\`ub\'a has been constrained by limited and domain-specific …

Peace Busola Falola, Jesujoba O. Alabi, Solomon O. Akinola, Folashade T. Ogunajo, Emmanuel Oluwadunsin Alabi, David Ifeoluwa Adelani

28 views Apr 8

Academic · 1 min

Beyond LLM-as-a-Judge: Deterministic Metrics for Multilingual Generative Text Evaluation

arXiv:2604.05083v1 Announce Type: new Abstract: While Large Language Models (LLMs) are increasingly adopted as automated judges for evaluating generated text, their outputs are often costly, …

Firoj Alam, Gagan Bhatia, Sahinur Rahman Laskar, Shammur Absar Chowdhury

31 views Apr 8

Academic · 1 min

Hidden in the Multiplicative Interaction: Uncovering Fragility in Multimodal Contrastive Learning

arXiv:2604.05834v1 Announce Type: new Abstract: Multimodal contrastive learning is increasingly enriched by going beyond image-text pairs. Among recent contrastive methods, Symile is a strong approach …

Tillmann Rheude, Stefan Hegselmann, Roland Eils, Benjamin Wild

38 views Apr 8

Academic · 1 min

ActivityEditor: Learning to Synthesize Physically Valid Human Mobility

arXiv:2604.05529v1 Announce Type: new Abstract: Human mobility modeling is indispensable for diverse urban applications. However, existing data-driven methods often suffer from data scarcity, limiting their …

Chenjie Yang, Yutian Jiang, Anqi Liang, Wei Qi, Chenyu Wu, Junbo Zhang

29 views Apr 8

Academic · 1 min

Non-monotonic causal discovery with Kolmogorov-Arnold Fuzzy Cognitive Maps

arXiv:2604.05136v1 Announce Type: new Abstract: Fuzzy Cognitive Maps constitute a neuro-symbolic paradigm for modeling complex dynamic systems, widely adopted for their inherent interpretability and recurrent …

Jose L. Salmeron

45 views Apr 8

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Academic

AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discovery

Confidence Should Be Calibrated More Than One Turn Deep

Jeffreys Flow: Robust Boltzmann Generators for Rare Event Sampling via Parallel Tempering Distillation

Pressure, What Pressure? Sycophancy Disentanglement in Language Models via Reward Decomposition

Learning Stable Predictors from Weak Supervision under Distribution Shift

Training Without Orthogonalization, Inference With SVD: A Gradient Analysis of Rotation Representations

ICR-Drive: Instruction Counterfactual Robustness for End-to-End Language-Driven Autonomous Driving

YoNER: A New Yor\`ub\'a Multi-domain Named Entity Recognition Dataset

Beyond LLM-as-a-Judge: Deterministic Metrics for Multilingual Generative Text Evaluation

Hidden in the Multiplicative Interaction: Uncovering Fragility in Multimodal Contrastive Learning

ActivityEditor: Learning to Synthesize Physically Valid Human Mobility

Non-monotonic causal discovery with Kolmogorov-Arnold Fuzzy Cognitive Maps

JCG, PC

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