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Towards Reliable LLM Reasoning: Coordinated Agents, Variance-Aware Evaluation, and Lean Inference by Prof. Akhil Arora

Bharti 501 IIT Campus, Hauz Khas, New Delhi

Abstract: Large language models (LLMs) are increasingly deployed as reasoning engines, yet their practical use remains constrained by three persistent challenges: achieving high-quality reasoning at low cost, measuring performance reliably, and… Read More »Towards Reliable LLM Reasoning: Coordinated Agents, Variance-Aware Evaluation, and Lean Inference by Prof. Akhil Arora

Neural Circuit Discovery via Representation and Dynamics by Savik Kinger

SIT 113 Amar Nath and Shashi Khosla School of Information Technology, Indian Institute of Technology, Delhi, Hauz Khas, New Delhi, Delhi, India

Abstract: Neuroscience and AI share a bottleneck: while one can build (artificial) or record (biological) complex networks, we struggle to explain their functional circuitry; i.e., how they compute. In this… Read More »Neural Circuit Discovery via Representation and Dynamics by Savik Kinger

The Mathematics (and Ethics) of Fair Resource Allocation by Dr. Siddhartha Banerjee (Cornell University)

Bharti 501 IIT Campus, Hauz Khas, New Delhi

Abstract: In many settings, a finite supply of some public resource is allocated among people over time, without using money: a computing cluster among researchers, food among food-banks, medical supplies between… Read More »The Mathematics (and Ethics) of Fair Resource Allocation by Dr. Siddhartha Banerjee (Cornell University)