13 citations · 49 across the 57 of their papers we have counts for
5 papers · 1 filter
Clustering as Approximation by Constrained Projectors: Theory and Guarantees
Angshul Majumdar
This paper develops a unified theoretical framework showing that a broad family of clustering methods, including k-means, fuzzy c-means, kernel k-means, kernel FCM, and spectral cl…
The Existential Theory of Research: Why Discovery Is Hard
Angshul Majumdar
Can scientific discovery be made arbitrarily easy by choosing the right representation, collecting enough data, and deploying sufficiently powerful algorithms? This paper argues th…
The Relativity of AGI: Distributional Axioms, Fragility, and Undecidability
Angshul Majumdar
We study whether Artificial General Intelligence (AGI) admits a coherent theoretical definition that supports absolute claims of existence, robustness, or self-verification. We for…
Greedy Is Enough: Sparse Action Discovery in Agentic LLMs
Angshul Majumdar
Modern agentic systems operate in environments with extremely large action spaces, such as tool-augmented language models with thousands of available APIs or retrieval operations.…
Sparsity Is Necessary: Polynomial-Time Stability for Agentic LLMs in Large Action Spaces
Angshul Majumdar
Tool-augmented LLM systems expose a control regime that learning theory has largely ignored: sequential decision-making with a massive discrete action universe (tools, APIs, docume…