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Suman Nath

3 accepted papers

2026

Dyna-Mind: Learning to Simulate from Experience for Better AI Agents

ICLR 2026poster

Reasoning models have recently shown remarkable progress in domains such as math and coding. However, their expert-level abilities in math and coding contrast sharply with their performance in long-horizon, interactive tasks such as web navigation and computer/phone-use. Inspired by literature on hu…

Cited by 0SourceScholar
2026

Position: Web Agents Should Use Typed Actions Instead of Click-Based Browsing

ICML 2026poster

This position paper argues that building a reliable agentic web requires shifting from click-based browsing to typed actions supported by a standardized semantic layer. Today’s agents primarily operate over low-level primitives such as clicks, keystrokes, and DOM manipulation. This reliance leads to…

Cited by 0SourceScholar
2025

Generative Caching for Structurally Similar Prompts and Responses

NeurIPS 2025poster

Large Language Models (LLMs) are increasingly being used to plan, reason, and execute tasks across diverse scenarios. In use cases like repeatable workflows and agentic settings, prompts are often reused with minor variations while having a similar structure for recurring tasks. This opens up opport…

Cited by 0SourceScholar