mlsanityData to 7 Oct 2026

Temporal Ensemble Logic

arXiv 2408.14443 ↗First posted 26 Aug 2024cs.LO cs.AI cs.FLcited by 2

On the map: LLM reasoning → Knowledge- and tool-augmented reasoning

Abstract (arXiv)

We introduce Temporal Ensemble Logic (TEL), a monadic, first-order modal logic for linear-time temporal reasoning. TEL includes primitive temporal constructs such as ``always up to t time later'' (Boxt), ``sometimes before t time in the future'' (Diamondt), and ``t-time later'' varphit. TEL has been motivated from the requirement for rigor and reproducibility for cohort specification and discovery in clinical and population health research, to fill a gap in formalizing temporal reasoning in biomedicine. Existing logical frameworks such as linear temporal logic are too restrictive to express temporal and sequential properties in biomedicine, or too permissive in semantic constructs, such as in Halpern-Shoham logic, to serve this purpose. In this paper, we first introduce TEL in a general set up, with discrete and dense time as special cases. We then focus on the theoretical development of discrete TEL on the temporal domain of positive integers mathbbN^+, denoted as rm TEL_mathbbN^+. rm TEL_mathbbN^+ is strictly more expressive than the standard monadic second order logic, characterized by B"uchi automata. We present its formal semantics, a proof system, and provide a proof for the undecidability of the satisfiability of rm TEL_mathbbN^+. We also include initial results on expressiveness and decidability fragments for rm TEL_mathbbN^+, followed by application outlook and discussions.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Placed in Knowledge- and tool-augmented reasoning, one of 17 directions in LLM reasoning. Builds on 4 of its 54 references that are in the map. First posted on arXiv 26 Aug 2024.

Builds on

4 of 54 references.

References · 4

  1. 2016Deciding Hyperpropertiescited by 3
  2. 2018One Theorem to Rule Them All: A Unified Translation of LTL into ω-Automatacited by 2
  3. 2018Efficient Genomic Interval Queries Using Augmented Range Treescited by 2
  4. 2020Computational Logic for Biomedicine and Neurosciencescited by 1

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2025T-CPDL: A Temporal Causal Probabilistic Description Logic for Developing Logic-RAG Agent
  2. 2025Lattice Annotated Temporal (LAT) Logic for Non-Markovian Reasoning
  3. 2025On Syntactical Simplification of Temporal Operators in Negation-free MTL
  4. 2025PRIMETIME : Limits of LLMs in Temporal Primitives
  5. 2026Applications of Intuitionistic Temporal Logic to Temporal Answer Set Programming
  6. 2026A Linear Temporal Logic of Frequencies on Series of Events
  7. 2022Causal Temporal Reasoning for Markov Decision Processes
  8. 2025Analysing Temporal Reasoning in Description Logics Using Formal Grammars