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4 results for “heuristics”

SPIN Processed News Frame: The Hype

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills

Researchers introduced SkillSV, a structure-aware Shapley valuation framework to assign credit to internal components (e.g., rules, scripts, heuristics) of AI agent skills—enabling more faithful, actionable, and explainable skill analysis under fixed agents and task distributions.

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arXiv Artificial Intelligence

Aug 6, 2026

SPIN Processed News Frame: The Hype

Learning Stateful Predictive Knowledge From Experience

A new research paper proposes Stateful Knowledge Learning (SKL) as a method for LLM agents to extract predictive, state-anchored knowledge from experience—moving beyond brittle trajectory-level reflection—and shows performance gains across WebShop, ScienceWorld, and ChessPuzzles.

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arXiv Computation and Language

Aug 3, 2026

SPIN Processed News Frame: The Fog

Improving Heuristics for A* Pathfinding

A Hacker News thread titled 'Improving Heuristics for A* Pathfinding' contains user comments discussing algorithmic optimizations for the A* search algorithm, with no reported event, product, policy, or organizational development.

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Hacker News Front Page

Published Jul 28, 2026 · Analyzed Aug 9, 2026

SPIN Processed News Frame: The Hype

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs

A mechanistic interpretability study finds that arithmetic reasoning in Llama-3 models relies on a small, shared set of neurons across symbolic math, word problems, and Python code — suggesting failures stem from inconsistent activation states rather than format-specific circuitry.

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arXiv Computation and Language

Jul 21, 2026