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Mingtian Tan

6 papers hereh-index 4435 citations6 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3
  • middle author2

Across the 5 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.AI2
  • cs.CL1
same name
  • Mingtian Tan — 3 papers, h 4
  • Mingtian Tan — 1 paper, h 4

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedAre Language Models Actually Useful for Time Series Forecasting?

25 citations · 25 across the 5 of their papers we have counts for

collaborators
Showing 2026Show all

2 papers · 1 filter

cs.LG2026

SEER: Self-Evolving Event Reasoning and Retrieval for Time Series Forecasting

Mingtian Tan, Palash Goyal, Mihir Parmar +6

Real-world time series are frequently driven by exogenous events and structural shifts, rendering conventional forecasting based solely on historical numerical observations insuffi…

cs.LG2026

LEAF: A Living Benchmark for Event-Augmented Forecasting

Mingtian Tan, Mihir Parmar, Palash Goyal +5

Large Language Models (LLMs) are increasingly applied to real-world forecasting tasks, yet evaluating their true predictive capability remains compromised by pre-training data cont…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.