BioReason: Incentivizing Multimodal Biological Reasoning within a DNA-LLM Model
Fuente:
arXiv
Saved in:
| Main Authors: | Fallahpour, Adibvafa, Magnuson, Andrew, Gupta, Purav, Ma, Shihao, Naimer, Jack, Shah, Arnav, Duan, Haonan, Ibrahim, Omar, Goodarzi, Hani, Maddison, Chris J., Wang, Bo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
dnaHNet: A Scalable and Hierarchical Foundation Model for Genomic Sequence Learning
by: Shah, Arnav, et al.
Published: (2026)
by: Shah, Arnav, et al.
Published: (2026)
MedRAX: Medical Reasoning Agent for Chest X-ray
by: Fallahpour, Adibvafa, et al.
Published: (2025)
by: Fallahpour, Adibvafa, et al.
Published: (2025)
An Investigation of Memorization Risk in Healthcare Foundation Models
by: Tonekaboni, Sana, et al.
Published: (2025)
by: Tonekaboni, Sana, et al.
Published: (2025)
EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records
by: Fallahpour, Adibvafa, et al.
Published: (2024)
by: Fallahpour, Adibvafa, et al.
Published: (2024)
Reasoning to Learn from Latent Thoughts
by: Ruan, Yangjun, et al.
Published: (2025)
by: Ruan, Yangjun, et al.
Published: (2025)
Measuring Scientific Capabilities of Language Models with a Systems Biology Dry Lab
by: Duan, Haonan, et al.
Published: (2025)
by: Duan, Haonan, et al.
Published: (2025)
GeoZero: Incentivizing Reasoning from Scratch on Geospatial Scenes
by: Wang, Di, et al.
Published: (2025)
by: Wang, Di, et al.
Published: (2025)
MedSAM2: Segment Anything in 3D Medical Images and Videos
by: Ma, Jun, et al.
Published: (2025)
by: Ma, Jun, et al.
Published: (2025)
Tuning proximity spin-orbit coupling in graphene/NbSe$_2$ heterostructures via twist angle
by: Naimer, Thomas, et al.
Published: (2024)
by: Naimer, Thomas, et al.
Published: (2024)
Irreversibility condition and stability of equilibria in the inverse-deformation approach to fracture
by: Gupta, Arnav
Published: (2025)
by: Gupta, Arnav
Published: (2025)
HiMed: Incentivizing Hindi Reasoning in Medical LLMs
by: Jiang, Dingfeng, et al.
Published: (2026)
by: Jiang, Dingfeng, et al.
Published: (2026)
BioRAG: A RAG-LLM Framework for Biological Question Reasoning
by: Wang, Chengrui, et al.
Published: (2024)
by: Wang, Chengrui, et al.
Published: (2024)
BioBridge: Bridging Proteins and Language for Enhanced Biological Reasoning with LLMs
by: Wang, Yujia, et al.
Published: (2026)
by: Wang, Yujia, et al.
Published: (2026)
BioGraphFusion: Graph Knowledge Embedding for Biological Completion and Reasoning
by: Lin, Yitong, et al.
Published: (2025)
by: Lin, Yitong, et al.
Published: (2025)
Diversity-Incentivized Exploration for Versatile Reasoning
by: Hu, Zican, et al.
Published: (2025)
by: Hu, Zican, et al.
Published: (2025)
Causal Risk Minimization for High-Dimensional Treatments
by: Dhawan, Nikita, et al.
Published: (2026)
by: Dhawan, Nikita, et al.
Published: (2026)
Biological Intuition on Digital Hardware: An RTL Implementation of Poisson-Encoded SNNs for Static Image Classification
by: Das, Debabrata, et al.
Published: (2026)
by: Das, Debabrata, et al.
Published: (2026)
BioProBench: Comprehensive Dataset and Benchmark in Biological Protocol Understanding and Reasoning
by: Liu, Yuyang, et al.
Published: (2025)
by: Liu, Yuyang, et al.
Published: (2025)
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning
by: Zhao, Haiteng, et al.
Published: (2025)
by: Zhao, Haiteng, et al.
Published: (2025)
Game Poems
by: Magnuson, Jordan
Published: (2023)
by: Magnuson, Jordan
Published: (2023)
Collection Management: New Technology, New Decisions.
by: Magnuson, Barbara
Published: (1983)
by: Magnuson, Barbara
Published: (1983)
Incentivizing Strong Reasoning from Weak Supervision
by: Yuan, Yige, et al.
Published: (2025)
by: Yuan, Yige, et al.
Published: (2025)
Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
by: Wang, Haozhe, et al.
Published: (2025)
by: Wang, Haozhe, et al.
Published: (2025)
Test-Time Fairness and Robustness in Large Language Models
by: Cotta, Leonardo, et al.
Published: (2024)
by: Cotta, Leonardo, et al.
Published: (2024)
MixMax: Distributional Robustness in Function Space via Optimal Data Mixtures
by: Thudi, Anvith, et al.
Published: (2024)
by: Thudi, Anvith, et al.
Published: (2024)
Predicting Large Model Test Losses with a Noisy Quadratic System
by: Li, Chuning, et al.
Published: (2026)
by: Li, Chuning, et al.
Published: (2026)
BioAlchemy: Distilling Biological Literature into Reasoning-Ready Reinforcement Learning Training Data
by: Hsu, Brian, et al.
Published: (2026)
by: Hsu, Brian, et al.
Published: (2026)
DentalGPT: Incentivizing Multimodal Complex Reasoning in Dentistry
by: Cai, Zhenyang, et al.
Published: (2025)
by: Cai, Zhenyang, et al.
Published: (2025)
Enabling High-Frequency Trading with Near-Instant, Trustless Cross-Chain Transactions via Pre-Signing Adaptor Signatures
by: Francolla, Ethan, et al.
Published: (2025)
by: Francolla, Ethan, et al.
Published: (2025)
ReasonCACHE: Teaching LLMs To Reason Without Weight Updates
by: Gupta, Sharut, et al.
Published: (2026)
by: Gupta, Sharut, et al.
Published: (2026)
Trichloroethene Reductive Dehalogenase from Dehalococcoides ethenogenes : Sequence of tceA and Substrate Range Characterization. / Jon K. Magnuson
by: Magnuson, Jon K
Published: (2000)
by: Magnuson, Jon K
Published: (2000)
Characterization of Cryptosporidium parvum by Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry. / Matthew L. Magnuson
by: Magnuson, Matthew L
Published: (2000)
by: Magnuson, Matthew L
Published: (2000)
Perceptions of Self and the "Other": An Analysis of Challenges to "And Tango Makes Three"
by: Magnuson, Marta L.
Published: (2011)
by: Magnuson, Marta L.
Published: (2011)
Incentivizing Consistent, Effective and Scalable Reasoning Capability in Audio LLMs via Reasoning Process Rewards
by: Fan, Jiajun, et al.
Published: (2025)
by: Fan, Jiajun, et al.
Published: (2025)
Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning
by: Hu, Wenbin, et al.
Published: (2025)
by: Hu, Wenbin, et al.
Published: (2025)
Conformalized Quantum DeepONet Ensembles for Scalable Operator Learning with Distribution-Free Uncertainty
by: Matlia, Purav, et al.
Published: (2026)
by: Matlia, Purav, et al.
Published: (2026)
Advancing Medical Representation Learning Through High-Quality Data
by: Baghbanzadeh, Negin, et al.
Published: (2025)
by: Baghbanzadeh, Negin, et al.
Published: (2025)
Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation
by: Tang, Weiliang, et al.
Published: (2025)
by: Tang, Weiliang, et al.
Published: (2025)
Incentivizing Cardiologist-Like Reasoning in MLLMs for Interpretable Echocardiographic Diagnosis
by: Qin, Yi, et al.
Published: (2026)
by: Qin, Yi, et al.
Published: (2026)
Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models
by: Qin, Yulei, et al.
Published: (2025)
by: Qin, Yulei, et al.
Published: (2025)
Similar Items
-
dnaHNet: A Scalable and Hierarchical Foundation Model for Genomic Sequence Learning
by: Shah, Arnav, et al.
Published: (2026) -
MedRAX: Medical Reasoning Agent for Chest X-ray
by: Fallahpour, Adibvafa, et al.
Published: (2025) -
An Investigation of Memorization Risk in Healthcare Foundation Models
by: Tonekaboni, Sana, et al.
Published: (2025) -
EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records
by: Fallahpour, Adibvafa, et al.
Published: (2024) -
Reasoning to Learn from Latent Thoughts
by: Ruan, Yangjun, et al.
Published: (2025)