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Academic

Academic · 1 min

Can LLM Aid in Solving Constraints with Inductive Definitions?

arXiv:2603.03668v1 Announce Type: cross Abstract: Solving constraints involving inductive (aka recursive) definitions is challenging. State-of-the-art SMT/CHC solvers and first-order logic provers provide only limited support …

Weizhi Feng, Shidong Shen, Jiaxiang Liu, Taolue Chen, Fu Song, Zhilin Wu
34 views
Academic · 1 min

Boosting deep Reinforcement Learning using pretraining with Logical Options

arXiv:2603.06565v1 Announce Type: new Abstract: Deep reinforcement learning agents are often misaligned, as they over-exploit early reward signals. Recently, several symbolic approaches have addressed these …

Zihan Ye, Phil Chau, Raban Emunds, Jannis Bl\"uml, Cedric Derstroff, Quentin Delfosse, Oleg Arenz, Kristian Kersting
20 views
Academic · 1 min

Talk Freely, Execute Strictly: Schema-Gated Agentic AI for Flexible and Reproducible Scientific Workflows

arXiv:2603.06394v1 Announce Type: new Abstract: Large language models (LLMs) can now translate a researcher's plain-language goal into executable computation, yet scientific workflows demand determinism, provenance, …

Joel Strickland, Arjun Vijeta, Chris Moores, Oliwia Bodek, Bogdan Nenchev, Thomas Whitehead, Charles Phillips, Karl Tassenberg, Gareth Conduit, Ben Pellegrini
25 views
Academic · 1 min

The EpisTwin: A Knowledge Graph-Grounded Neuro-Symbolic Architecture for Personal AI

arXiv:2603.06290v1 Announce Type: new Abstract: Personal Artificial Intelligence is currently hindered by the fragmentation of user data across isolated silos. While Retrieval-Augmented Generation offers a …

Giovanni Servedio, Potito Aghilar, Alessio Mattiace, Gianni Carmosino, Francesco Musicco, Gabriele Conte, Vito Walter Anelli, Tommaso Di Noia, Francesco Maria Donini
20 views
Academic · 1 min

Offline Materials Optimization with CliqueFlowmer

arXiv:2603.06082v1 Announce Type: new Abstract: Recent advances in deep learning inspired neural network-based approaches to computational materials discovery (CMD). A plethora of problems in this …

Jakub Grudzien Kuba, Benjamin Kurt Miller, Sergey Levine, Pieter Abbeel
22 views
Academic · 1 min

DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality

arXiv:2603.05912v1 Announce Type: new Abstract: Search-augmented LLM agents can produce deep research reports (DRRs), but verifying claim-level factuality remains challenging. Existing fact-checkers are primarily designed …

Yukun Huang, Leonardo F. R. Ribeiro, Momchil Hardalov, Bhuwan Dhingra, Markus Dreyer, Venkatesh Saligrama
13 views