Negative Results

Momentum

13 papers in the last four weeks, up 8% on the four weeks before. 0.2% of all new papers.

Jul 6Week of Sep 21

Latest papers 127

All topics
CardsList
  1. ibUMAP: Coherent and Scalable Field Evaluation for UMAP Optimization

    Oct 1, 2026Bin Chen, Yumeng Xue, Patrick Paetzold +2Repulsive DistributionApproximate Nearest-Neighbor Search

  2. Specificity-Aware Diffusion Steering via Variance-Reduced Sequential Monte Carlo

    Sep 30, 2026Luran Wang, Linrui Ma, Hannes Stärk +1Diffusion SamplingDiffusion Models

  3. Let the Neurons Die: Exploiting ReLU-Induced Model Degradation

    Sep 28, 2026Kexin Li, Wenjun Qiu, Joshua Abraham +2Rectified Linear Unit NetworksNeurons

  4. Improving Generative Model Self-Training with Geometrically Modified Outputs

    Sep 28, 2026Patrick Batsell, Thomas Walker, Richard BaraniukGenerative ModelsSelf-Supervised Learning

  5. Mixed-Prior Decision Risk for Open-Set Recognition

    Sep 28, 2026L. A. Erlygin, P. D. Proskura, A. A. ZaytsevOpen-Set RecognitionUncertainty Score

  6. CRISP: Scalable Importance-Stratified Coresets for Imbalanced Tabular Learning

    Sep 22, 2026Hardhik Mohanty, Indrayana Rustandi, Mohamadreza SheibaniImbalanced ClassificationGeometry-Aware Uncertainty Coresets

  7. How to Estimate Whether You Have Found Several Needles in a Haystack: Measuring Calibration in Multi-Label Text Classification

    Sep 22, 2026Sophie Henning, Georg Hofmann, Alexander Schulte +2Multi-Label ClassificationConfidence Estimation

  8. Intrinsic Sequence-Likelihood Confidence in Retrieval-Dominated Extractive QA: Two Pre-Specified Negatives, and What They Do and Do Not Attribute

    Sep 17, 2026Gunwoo Lee, Changmin Sung, Sang-Hwan Gwak +3Large Language Model ReliabilityNegative Results

  9. Absence is Presence: Understanding Visual Scene Negative Events Under Safety Cognitive Constraint

    Sep 17, 2026Zhiyun Jiang, Hanyong Wang, Binbin Liang +3Image Difference CaptioningNegative Results

  10. Are You Learning Biological Signal or Shortcuts? Auditing and Mitigating Bias in Protein-Protein Interaction Datasets

    Sep 9, 2026Judith Bernett, Anton Spannagl, Joel Ås +2Negative ResultsShortcut Learning

  11. Three Types of Negation of Triple and its Elements and an Extension of Triple

    Sep 8, 2026Zhenghua PanNegationRdf

  12. FTU-Seek: Foundation Model-Guided Hard-Negative Learning for Sparse Functional Tissue Unit Segmentation

    Sep 1, 2026Zonghao Liu, Lei Su, Jiguang Yu +4Pathology Foundation ModelsTissue

  13. You Shouldn't Have Asked: A Pragmatics-Inspired Taxonomy for Evaluating LLM Refusals

    Aug 31, 2026Ruoxuan Li, Pinqiao Wang, Sheng Li +1RefusalsImplications

  14. PyKEEN-NSX: A Modular Framework for Static, Dynamic and Schema-Aware Negative Sampling in PyKEEN

    Aug 31, 2026Ivan Diliso, Nicola Fanizzi, Claudia d'AmatoKnowledge Graph EmbeddingsNegative Results

  15. Characterizing Necessary Losers to Explain Tournaments Solutions

    Aug 24, 2026Contet Clément, Umberto Grandi, Jérôme MenginCompetitionExplainable Artificial Intelligence

  16. Evaluating Large Language Model Performance on International Maritime Dangerous Goods Code Compliance

    Aug 21, 2026Alexander Thomas, Hubert P. H. Shum, Darren Nellis +4Large Language Model EvaluationMaritime Navigation

  17. From Prompting to Behavioral Alignment: Personalized LLM Judges for Recommendation Evaluation

    Aug 11, 2026Alireza S. Ziabari, Kat Ellis, Colleen Chan +1Sequential RecommendationLarge Language Model Evaluation

  18. Batch Size or Negatives? A Selection Rule for Memory-Constrained Recommender Training

    Aug 11, 2026Artyom Sabitov, Daniil Volkov, Alexey ZaytsevReal-World Content Recommendation ProblemBounded-Memory

  19. SoftMCC: An MCC-Brier Calibration Bridge for Threshold-Free Model Selection under Class Imbalance

    Aug 10, 2026Özkan CanayModel SelectionImbalanced Classification

  20. BAP-MOS: Bandit-Based Adaptive Prompting for Boundary-Sensitive Multi-Organ Segmentation

    Aug 8, 2026Satvik Praveen, Shengji Jin, Ahmed Lamidi +2Semi-Supervised Medical Image SegmentationProstate Magnetic Resonance Imaging

  21. Deep Generalised Mixed Models: a Novel Neural Network Structure for Analysing Hierarchical Data

    Aug 6, 2026Nina van Gerwen, Dimitris Rizopoulos, Manon Hillegers +2Generalized Linear ModelHierarchical

  22. Calibrating Artificial Guilt: Neurally Grounded Reward Shaping for Prosocial Multi-Agent Reinforcement Learning

    Aug 5, 2026Aaditya Mehta, Arya ShahPotential-Based Reward ShapingMulti-Agent Reinforcement Learning

  23. When Absence Is Evidence: Evaluating Completeness-Sensitive Negative Reasoning in Large Language Models

    Aug 5, 2026Byoungjae Min, Kennedy Edemacu, Sae-Hong Cho +3LLM Reasoning StrategiesNegative Results

  24. UBLLIE: Unified Backlight and Low-Light Image Enhancement

    Aug 5, 2026Yasmin Yasin, Muhammad Usman, Ibrahim Radwan +1Low-Light Image EnhancementEnhancement

  25. Auditing Discovery Claims: A Two-Sided Criterion for Agentic Science, with the Negative Side Decidable

    Aug 2, 2026Wenhui Chen, Jianlin Chen, Ziyao Lin +1Independent-Pool Single-Draw OracleModel Auditing

  26. Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance

    Aug 1, 2026Zhuowen Han, Jinwei Xiao, Zhengxi Lu +9TeacherUni-Opd

  27. Negative controls reveal volume-driven confounding in radiomics and imaging foundation model features

    Jul 30, 2026Katy L. Scott, Sejin Kim, Joshua Siraj +6RadiomicsBiomarker

  28. Back to All-Entity Ranking: Sampler-Dependent Evaluation in Continuous-Time Dynamic Graphs

    Jul 30, 2026Minwoo Yu, Young-guk HaRankingMultiple Centrality Measures

  29. What EEG Foundation Models Encode: Dataset Identity and a Negative-Control Suite for Clinical Benchmarks

    Jul 27, 2026Marzieh ZareElectroencephalography Foundation ModelsElectrocardiogram Foundation Models

  30. From a Word-Level Dictionary to Sentence-Level Semantics: Multilingual Grievance Labelling with Contextual Models

    Jul 23, 2026Lin Tian, Marian-Andrei RizoiuLinguisticsMultilingual

  31. Leveraging Dissimilarity Invariance as a Robust Anchor for Learning with Noisy Labels

    Jul 20, 2026Wenxiao Fan, Kan LiNoisy LabelsDeep Learning

  32. Capacity and Redundancy Trade-offs in Multi-Task Learning

    Jul 17, 2026Asif KhanMulti--Task LearningRedundancy

  33. Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach

    Jul 16, 2026Besim Shala, Peter Mandl, Andreas Humpe +1Content ModerationThreat Detection

  34. Advanced Image Generation: Negative Prompt Optimization and Latent Classifier Guidance

    Jul 16, 2026Vaddi Charan Sai Nandan Reddy, Harini B, Chandana M SMulti-Reference Image GenerationNegative Results

  35. Accepted Prefixes Are Not All You Need: A Negative Result on PEFT-Based Block-Diffusion Drafting

    Jul 14, 2026Abdurrahman Javat, Allan KazakovSpeculative DecodingBlock-Diffusion Drafter

  36. Semantic Hardness Is Not Visual Hardness: Sign-Aware Hard Negative Mining for Sign Language Retrieval

    Jul 10, 2026Junmyeong Lee, Chan Hur, ChangSu Choi +5Sign Language TranslationSign

  37. NegROI: Click-Centric Uncertainty-Guided Refinement with Scene-Conditioned Negative Prompts for Robust Interactive 3D Segmentation

    Jul 7, 2026Shuheng Zhang, Feng WuInteractive 3D SegmentationVoxel

  38. Characterizing the Temporal, Emotional, and Social Patterns of Adolescent Substance Use Discussions on Reddit

    Jul 6, 2026Leran Hong, Lei Jin, Jianfeng ZhuPeersNegative Results

  39. LeVLJEPA: End-to-End Vision-Language Pretraining Without Negatives

    Jul 1, 2026Lukas Kuhn, Giuseppe Serra, Randall Balestriero +1Recent Vision-Language ModelsFrozen Vision-Language Models

  40. Personalized Object Identification and Localization via In-Context Inference with Vision-Language Models

    Jul 1, 2026Kensuke Nakamura, Byung-Woo HongLocalizationVision-Language Model Grounding

  41. Concept Removal Guidance: Evidence-Calibrated Negative Guidance for Safe Diffusion Sampling

    Jun 29, 2026Yoonseok Choi, Chaeyoung Oh, Hyunjun Choi +2Text-To-Image Diffusion ModelsAdversarial Prompts

  42. RSICCLLM: A Multimodal Large Language Model for Remote Sensing Image Change Captioning

    Jun 26, 2026Yelin Wang, Zijia Song, Shuo Ye +6Remote SensingMultimodal Large Language Models

  43. COCOLogic-V2: Identifying Logical Inconsistencies via Truly Hard-Negatives

    Jun 26, 2026David Steinmann, Antonia Wüst, Kristian Kersting +1InductionConcept Bottleneck Models

  44. DiARC: Distinguishing Positive and Negative Samples Helps Improving ARC-like Reasoning Ability of Large Language Models

    Jun 25, 2026Yuxuan Yang, Feiyang Li, Yile WangReasoning SkillsNegative Results

  45. When Certainty Is an Artifact: Keyword Lexicon Blindness and the (Mis)Measurement of Rhetorical Stance

    Jun 24, 2026Bo ChenRhetoricAttitude

  46. Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs

    Jun 24, 2026Wenjie Zhu, Yabin Zhang, Liang Xu +3Out-Of-Distribution DetectionVision-Language Model Adaptation

  47. ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation

    Jun 22, 2026Chen Lin, Kedi Chen, Wei ZhangMathematical Reasoning BenchmarksNegative Results