Tree-of-Evidence: Efficient "System 2" Search for Faithful Multimodal Grounding

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Nnamdi, Micky C., Marteau, Benoit L., Zhong, Yishan, Tamo, J. Ben, Wang, May D.
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Machine Learning
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

EvidenceRL: Reinforcing Evidence Consistency for Trustworthy Language Models
di: Tamo, J. Ben, et al.
Pubblicazione: (2026)

MENDR: Manifold Explainable Neural Data Representations
di: Chen, Matthew, et al.
Pubblicazione: (2025)

Advancing Problem-Based Learning in Biomedical Engineering in the Era of Generative AI
di: Nnamdi, Micky C., et al.
Pubblicazione: (2025)

Developing Fairness-Aware Task Decomposition to Improve Equity in Post-Spinal Fusion Complication Prediction
di: Yuan, Yining, et al.
Pubblicazione: (2025)

RobustMedSAM: Degradation-Resilient Medical Image Segmentation via Robust Foundation Model Adaptation
di: Li, Jieru, et al.
Pubblicazione: (2026)

KindSleep: Knowledge-Informed Diagnosis of Obstructive Sleep Apnea from Oximetry
di: Nnamdi, Micky C, et al.
Pubblicazione: (2026)

Leveraging Evidence-Guided LLMs to Enhance Trustworthy Depression Diagnosis
di: Yuan, Yining, et al.
Pubblicazione: (2025)

Benchmarking LLM Summaries of Multimodal Clinical Time Series for Remote Monitoring
di: Shukla, Aditya, et al.
Pubblicazione: (2026)

Causal Machine Learning for Surgical Interventions
di: Tamo, J. Ben, et al.
Pubblicazione: (2025)

An AI Implementation Science Study to Improve Trustworthy Data in a Large Healthcare System
di: Marteau, Benoit L., et al.
Pubblicazione: (2025)

MetaFaith: Faithful Natural Language Uncertainty Expression in LLMs
di: Liu, Gabrielle Kaili-May, et al.
Pubblicazione: (2025)

MetaBench: A Multi-task Benchmark for Assessing LLMs in Metabolomics
di: Lu, Yuxing, et al.
Pubblicazione: (2025)

Time Elastic Neural Networks
di: Marteau, Pierre-François
Pubblicazione: (2024)

Agents Learn Their Runtime: Interpreter Persistence as Training-Time Semantics
di: May, Victor, et al.
Pubblicazione: (2026)

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes
di: Shen, Yishan, et al.
Pubblicazione: (2025)

EXR: An Interactive Immersive EHR Visualization in Extended Reality
di: Marteau, Benoit, et al.
Pubblicazione: (2025)

Gaussian Mixture Model with unknown diagonal covariances via continuous sparse regularization
di: Giard, Romane, et al.
Pubblicazione: (2025)

FastPart: Over-Parameterized Stochastic Gradient Descent for Sparse optimisation on Measures
di: De Castro, Yohann, et al.
Pubblicazione: (2023)

Retrieval-Augmented and Knowledge-Grounded Language Models for Faithful Clinical Medicine
di: Liu, Fenglin, et al.
Pubblicazione: (2022)

Towards Faithful Multimodal Concept Bottleneck Models
di: Moreau, Pierre, et al.
Pubblicazione: (2026)

FaithLM: Towards Faithful Explanations for Large Language Models
di: Chuang, Yu-Neng, et al.
Pubblicazione: (2024)

LinguaMap: Which Layers of LLMs Speak Your Language and How to Tune Them?
di: Tamo, J. Ben, et al.
Pubblicazione: (2026)

Cloud Security Leveraging AI: A Fusion-Based AISOC for Malware and Log Behaviour Detection
di: Okonkwo, Nnamdi Philip, et al.
Pubblicazione: (2025)

Towards Long-Horizon Interpretability: Efficient and Faithful Multi-Token Attribution for Reasoning LLMs
di: Pan, Wenbo, et al.
Pubblicazione: (2026)

DatBench: Discriminative, Faithful, and Efficient VLM Evaluations
di: DatologyAI, et al.
Pubblicazione: (2026)

Faithful and Efficient Explanations for Neural Networks via Neural Tangent Kernel Surrogate Models
di: Engel, Andrew, et al.
Pubblicazione: (2023)

Towards Faithful and Robust LLM Specialists for Evidence-Based Question-Answering
di: Schimanski, Tobias, et al.
Pubblicazione: (2024)

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
di: Pan, Zhuoshi, et al.
Pubblicazione: (2024)

Fast Spawn\&Prune (FS\&P): Global convergence of stochastic conic particle gradient descent via birth/death process
di: De Castro, Yohann, et al.
Pubblicazione: (2026)

ReGUIDE: Data Efficient GUI Grounding via Spatial Reasoning and Search
di: Lee, Hyunseok, et al.
Pubblicazione: (2025)

Ultra-Quantisation: Efficient Embedding Search via 1.58-bit Encodings
di: Connor, Richard, et al.
Pubblicazione: (2025)

Evidence-Grounded Multimodal Misinformation Detection with Attention-Based GNNs
di: Duwal, Sharad, et al.
Pubblicazione: (2025)

RelP: Faithful and Efficient Circuit Discovery in Language Models via Relevance Patching
di: Jafari, Farnoush Rezaei, et al.
Pubblicazione: (2025)

ETS: Efficient Tree Search for Inference-Time Scaling
di: Hooper, Coleman, et al.
Pubblicazione: (2025)

An Efficient Algorithm for Thresholding Monte Carlo Tree Search
di: Nameki, Shoma, et al.
Pubblicazione: (2026)

Sparse and Faithful Explanations Without Sparse Models
di: Sun, Yiyang, et al.
Pubblicazione: (2024)

Grounding Multimodal Large Language Models in Actions
di: Szot, Andrew, et al.
Pubblicazione: (2024)

LLM-as-RNN: A Recurrent Language Model for Memory Updates and Sequence Prediction
di: Lu, Yuxing, et al.
Pubblicazione: (2026)

Multimodal Reference Visual Grounding
di: Lu, Yangxiao, et al.
Pubblicazione: (2025)

MJ1: Multimodal Judgment via Grounded Verification
di: Kumar, Bhavesh, et al.
Pubblicazione: (2026)